{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import math\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cs_df = pd.read_excel(io=r'Online Retail.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>536365</td>\n",
       "      <td>85123A</td>\n",
       "      <td>WHITE HANGING HEART T-LIGHT HOLDER</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.55</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>536365</td>\n",
       "      <td>71053</td>\n",
       "      <td>WHITE METAL LANTERN</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>536365</td>\n",
       "      <td>84406B</td>\n",
       "      <td>CREAM CUPID HEARTS COAT HANGER</td>\n",
       "      <td>8</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>2.75</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029G</td>\n",
       "      <td>KNITTED UNION FLAG HOT WATER BOTTLE</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>536365</td>\n",
       "      <td>84029E</td>\n",
       "      <td>RED WOOLLY HOTTIE WHITE HEART.</td>\n",
       "      <td>6</td>\n",
       "      <td>2010-12-01 08:26:00</td>\n",
       "      <td>3.39</td>\n",
       "      <td>17850.0</td>\n",
       "      <td>United Kingdom</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  InvoiceNo StockCode                          Description  Quantity  \\\n",
       "0    536365    85123A   WHITE HANGING HEART T-LIGHT HOLDER         6   \n",
       "1    536365     71053                  WHITE METAL LANTERN         6   \n",
       "2    536365    84406B       CREAM CUPID HEARTS COAT HANGER         8   \n",
       "3    536365    84029G  KNITTED UNION FLAG HOT WATER BOTTLE         6   \n",
       "4    536365    84029E       RED WOOLLY HOTTIE WHITE HEART.         6   \n",
       "\n",
       "          InvoiceDate  UnitPrice  CustomerID         Country  \n",
       "0 2010-12-01 08:26:00       2.55     17850.0  United Kingdom  \n",
       "1 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "2 2010-12-01 08:26:00       2.75     17850.0  United Kingdom  \n",
       "3 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  \n",
       "4 2010-12-01 08:26:00       3.39     17850.0  United Kingdom  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Transactions size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(541909, 8)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>495478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Germany</td>\n",
       "      <td>9495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>France</td>\n",
       "      <td>8557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>EIRE</td>\n",
       "      <td>8196</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Spain</td>\n",
       "      <td>2533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>2371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>2069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>1519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Australia</td>\n",
       "      <td>1259</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            index  Country\n",
       "0  United Kingdom   495478\n",
       "1         Germany     9495\n",
       "2          France     8557\n",
       "3            EIRE     8196\n",
       "4           Spain     2533\n",
       "5     Netherlands     2371\n",
       "6         Belgium     2069\n",
       "7     Switzerland     2002\n",
       "8        Portugal     1519\n",
       "9       Australia     1259"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.Country.value_counts().reset_index().head(n=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of customers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4373,)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.CustomerID.unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "17841.0    1.962249\n",
       "14911.0    3.413228\n",
       "14096.0    4.673708\n",
       "12748.0    5.814728\n",
       "14606.0    6.498553\n",
       "15311.0    7.110850\n",
       "14646.0    7.623350\n",
       "13089.0    8.079807\n",
       "13263.0    8.492020\n",
       "14298.0    8.895138\n",
       "15039.0    9.265809\n",
       "14156.0    9.614850\n",
       "18118.0    9.930462\n",
       "Name: CustomerID, dtype: float64"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(cs_df.CustomerID.value_counts()/sum(cs_df.CustomerID.value_counts())*100).head(n=13).cumsum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of unique items"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4070,)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.StockCode.unique().shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Description of items: We see that the descriptions are more then the stock code so there must be some stock code which have more than one decription"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4224,)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.Description.unique().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "InvoiceNo              object\n",
       "StockCode              object\n",
       "Description            object\n",
       "Quantity                int64\n",
       "InvoiceDate    datetime64[ns]\n",
       "UnitPrice             float64\n",
       "CustomerID            float64\n",
       "Country                object\n",
       "dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cat_des_df = cs_df.groupby([\"StockCode\",\"Description\"]).count().reset_index()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Stockcode which have more than one description"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>StockCode</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20713</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>23084</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21830</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>85175</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>85172</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index  StockCode\n",
       "0  20713          8\n",
       "1  23084          7\n",
       "2  21830          6\n",
       "3  85175          6\n",
       "4  85172          5"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cat_des_df.StockCode.value_counts()[cat_des_df.StockCode.value_counts()>1].reset_index().head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Example of one such stockcode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['MISTLETOE HEART WREATH CREAM', 'MISELTOE HEART WREATH WHITE',\n",
       "       'MISELTOE HEART WREATH CREAM', '?', 'had been put aside', nan], dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df[cs_df['StockCode'] \n",
    "      ==cat_des_df.StockCode.value_counts()[cat_des_df.StockCode.value_counts()>1].\n",
    "      reset_index()['index'][6]]['Description'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cs_df['invdatetime'] = pd.to_datetime(cs_df.InvoiceDate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    541909.000000\n",
       "mean          9.552250\n",
       "std         218.081158\n",
       "min      -80995.000000\n",
       "25%           1.000000\n",
       "50%           3.000000\n",
       "75%          10.000000\n",
       "max       80995.000000\n",
       "Name: Quantity, dtype: float64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.Quantity.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    541909.000000\n",
       "mean          4.611114\n",
       "std          96.759853\n",
       "min      -11062.060000\n",
       "25%           1.250000\n",
       "50%           2.080000\n",
       "75%           4.130000\n",
       "max       38970.000000\n",
       "Name: UnitPrice, dtype: float64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.UnitPrice.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Seperate data for one geography\n",
    "cs_df = cs_df[cs_df.Country == 'United Kingdom']\n",
    "# Seperate attribute for total amount\n",
    "cs_df['amount'] = cs_df.Quantity*cs_df.UnitPrice\n",
    "# Remove negative or return transactions\n",
    "cs_df = cs_df[~(cs_df.amount<0)]\n",
    "cs_df.head()\n",
    "cs_df = cs_df[~(cs_df.CustomerID.isnull())]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(354345, 9)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2011-12-09 12:49:00')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.InvoiceDate.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2010-12-01 08:26:00')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cs_df.InvoiceDate.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "refrence_date = cs_df.InvoiceDate.max()\n",
    "refrence_date = refrence_date + datetime.timedelta(days = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "cs_df['days_since_last_purchase'] = refrence_date - cs_df.InvoiceDate\n",
    "cs_df['days_since_last_purchase_num'] = cs_df['days_since_last_purchase'].astype('timedelta64[D]')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Time period of transactions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "customer_history_df = cs_df.groupby(\"CustomerID\").min().reset_index()[['CustomerID', 'days_since_last_purchase_num']]\n",
    "customer_history_df.rename(columns={'days_since_last_purchase_num':'recency'}, inplace=True)\n",
    "customer_history_df.recency.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>days_since_last_purchase_num</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346.0</td>\n",
       "      <td>326.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12747.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12748.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12749.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12820.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  days_since_last_purchase_num\n",
       "0     12346.0                         326.0\n",
       "1     12747.0                           2.0\n",
       "2     12748.0                           1.0\n",
       "3     12749.0                           4.0\n",
       "4     12820.0                           3.0"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_history_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    3921.000000\n",
       "mean       92.188472\n",
       "std        99.528995\n",
       "min         1.000000\n",
       "25%        18.000000\n",
       "50%        51.000000\n",
       "75%       143.000000\n",
       "max       374.000000\n",
       "Name: recency, dtype: float64"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_history_df.recency.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.mlab as mlab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MkiSprepc4jwG+G+Z+SBARHwY+C7wj00WJkmS1FZ1nuIM4NGu8UeraZIkSWpAnTNonwIu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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x183965e72b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = customer_history_df.recency\n",
    "mu = np.mean(customer_history_df.recency)\n",
    "sigma = math.sqrt(np.var(customer_history_df.recency))\n",
    "n, bins, patches = plt.hist(x, 1000, facecolor='green', alpha=0.75)\n",
    "# add a 'best fit' line\n",
    "y = mlab.normpdf( bins, mu, sigma)\n",
    "l = plt.plot(bins, y, 'r--', linewidth=2)\n",
    "plt.rcParams[\"figure.figsize\"] = (10,8)\n",
    "plt.xlabel('Recency in days')\n",
    "plt.ylabel('Number of transactions')\n",
    "plt.title(r'$\\mathrm{Histogram\\ of\\ sales\\ recency}\\ $')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "customer_monetary_val = cs_df[['CustomerID', 'amount']].groupby(\"CustomerID\").sum().reset_index()\n",
    "customer_history_df = customer_history_df.merge(customer_monetary_val, how='outer')\n",
    "customer_history_df.amount = customer_history_df.amount+0.001\n",
    "customer_freq = cs_df[['CustomerID', 'amount']].groupby(\"CustomerID\").count().reset_index()\n",
    "customer_freq.rename(columns={'amount':'frequency'},inplace=True)\n",
    "customer_history_df = customer_history_df.merge(customer_freq, how='outer')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Remove returns so that we only have purchases of a customer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>recency</th>\n",
       "      <th>amount</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency_log</th>\n",
       "      <th>frequency_log</th>\n",
       "      <th>amount_log</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>77183.601</td>\n",
       "      <td>1</td>\n",
       "      <td>5.786897</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.253942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12747.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4196.011</td>\n",
       "      <td>103</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>4.634729</td>\n",
       "      <td>8.341890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12748.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33719.731</td>\n",
       "      <td>4596</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.432942</td>\n",
       "      <td>10.425838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12749.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4090.881</td>\n",
       "      <td>199</td>\n",
       "      <td>1.386294</td>\n",
       "      <td>5.293305</td>\n",
       "      <td>8.316516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12820.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>942.341</td>\n",
       "      <td>59</td>\n",
       "      <td>1.098612</td>\n",
       "      <td>4.077537</td>\n",
       "      <td>6.848367</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  recency     amount  frequency  recency_log  frequency_log  \\\n",
       "0     12346.0    326.0  77183.601          1     5.786897       0.000000   \n",
       "1     12747.0      2.0   4196.011        103     0.693147       4.634729   \n",
       "2     12748.0      1.0  33719.731       4596     0.000000       8.432942   \n",
       "3     12749.0      4.0   4090.881        199     1.386294       5.293305   \n",
       "4     12820.0      3.0    942.341         59     1.098612       4.077537   \n",
       "\n",
       "   amount_log  \n",
       "0   11.253942  \n",
       "1    8.341890  \n",
       "2   10.425838  \n",
       "3    8.316516  \n",
       "4    6.848367  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_history_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from sklearn import preprocessing\n",
    "import math\n",
    "customer_history_df['recency_log'] = customer_history_df['recency'].apply(math.log)\n",
    "customer_history_df['frequency_log'] = customer_history_df['frequency'].apply(math.log)\n",
    "customer_history_df['amount_log'] = customer_history_df['amount'].apply(math.log)\n",
    "feature_vector = ['amount_log', 'recency_log','frequency_log']\n",
    "X = customer_history_df[feature_vector].as_matrix()\n",
    "scaler = preprocessing.StandardScaler().fit(X)\n",
    "X_scaled = scaler.transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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zlboXcnO+jh9KkoaO6wdRj2+JFwR842yDquPzwrV5BIIDPcpJfXmqxkA2uWgR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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf99cc4b828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(customer_history_df.recency_log, customer_history_df.amount_log,alpha=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EAQB0IIQBAHQghAEAdCCEAQB0IIQBAHQghAEAdCCEAQB0IIQBAHQghAFsADr0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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x183981c37b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = customer_history_df.amount_log\n",
    "n, bins, patches = plt.hist(x, 1000, facecolor='green', alpha=0.75)\n",
    "plt.xlabel('Log of Sales Amount')\n",
    "plt.ylabel('Probability')\n",
    "plt.title(r'$\\mathrm{Histogram\\ of\\ Log\\ transformed\\ Customer\\ Monetory\\ value}\\ $')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>recency</th>\n",
       "      <th>amount</th>\n",
       "      <th>frequency</th>\n",
       "      <th>recency_log</th>\n",
       "      <th>frequency_log</th>\n",
       "      <th>amount_log</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>77183.601</td>\n",
       "      <td>1</td>\n",
       "      <td>5.786897</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11.253942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12747.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4196.011</td>\n",
       "      <td>103</td>\n",
       "      <td>0.693147</td>\n",
       "      <td>4.634729</td>\n",
       "      <td>8.341890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12748.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>33719.731</td>\n",
       "      <td>4596</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.432942</td>\n",
       "      <td>10.425838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12749.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4090.881</td>\n",
       "      <td>199</td>\n",
       "      <td>1.386294</td>\n",
       "      <td>5.293305</td>\n",
       "      <td>8.316516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12820.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>942.341</td>\n",
       "      <td>59</td>\n",
       "      <td>1.098612</td>\n",
       "      <td>4.077537</td>\n",
       "      <td>6.848367</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  recency     amount  frequency  recency_log  frequency_log  \\\n",
       "0     12346.0    326.0  77183.601          1     5.786897       0.000000   \n",
       "1     12747.0      2.0   4196.011        103     0.693147       4.634729   \n",
       "2     12748.0      1.0  33719.731       4596     0.000000       8.432942   \n",
       "3     12749.0      4.0   4090.881        199     1.386294       5.293305   \n",
       "4     12820.0      3.0    942.341         59     1.098612       4.077537   \n",
       "\n",
       "   amount_log  \n",
       "0   11.253942  \n",
       "1    8.341890  \n",
       "2   10.425838  \n",
       "3    8.316516  \n",
       "4    6.848367  "
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "customer_history_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UHj58CJ/v4qE3oijgk3e7MNTuRTyjoCvgwmC7t6yf6XVJ+JmRbqiaDkkUzDUz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mdXPEBvMoTtemimTVgReWBTghfO55gv6fRGBeYt/73f1xNHEaFzlQ7X929L8Y035pBEgU2tIXI1\nC8v2MG2b45NFLNfjoc0tq6a4rsRj21Ls7IhSNWxSEfWaKb6PbGlhMq8xX9LB8+iJBznQt7bamGVE\nAjIlTSesSniex2zJYkmzydtLWI7L49tTa5qjrBk2Rc0mGpBuaKbw8ECCvd1RLi7VUSXxigqb1VA1\nHJ7amaKo2ZyeKxMOyNiOy1xRZ76ss1Qz6bpKhyf436UtLS3N8DXP83jjjTcQBIHtEZ0Xx5cIqyKC\nrNKZCNMbv7tnJO9EInWrcDcRaVVVr6geWU49vnjxIvV6nUAg0FTjl23eG9ZWH7d7VnQjbGf9YoNI\n3qMolUqcPXuWVCrF/fffz7lz597rQ7qtWCuR1DSNkZERAoHAHVF1cjutrYVCgbNnz9Lb28uRI0fe\n8YbhkS2t/M835jBtF9Px59baYwFK2ttVFAFZQrf9P1+PRK7ERLbGj0ez1E2bjqjKydkSs0WNRFAl\nXdKvuznvTYboTb5tA10tkXWxbHAuXeGBgRbOpSsslHTGc3V+78kt7GoomPv6Enz5Hx3k2VMzfOfE\nNL2JEAslg13dMXpWvP62jgjPjWQIKkF2dkZJhhU+e6iXrR1RLMelOxFkrqQRkiWqhs1DW1pXJXbL\nhFMSBDpiAQp1E1kUiIdkAo1exqMT+UuIpCAITTdDoW5R1q1mmEtbVGWhrFPS7DWpkh8eaufMQoWl\nqoEiCTy4Kcl4TmM8WyeiitQt2NoWJh6SEQWBrniAR7deqTAOtob40kN9jGXrKJKIbjl8+ZVpluoW\nnufx4liej+6u8uuPDDTJUkW3yVQMgopETyLQXJ+d8QCdXEmESppFoW4RC8qkIiqJkMKXHupjoWQg\nCNB3A12dy/jo7na+/Mo080WduuVgOB77U0FS8QCO6/HyeIH3bWkhErj6rfZirsYzb6axXQ88/zXv\n719bErRmOXzt+BzjuRqiIJAIKfz6I/2rJtUCFOoW//knFyk2rmt/S5Cy4VB3QBBhoCXE35xYoPPx\nwJpVaUEQEEWR3t5ePjMwwN6dFUYXyoiOzqawzbnh0wDEYjESiQTJZHJdujtuBve6tfVOVSTXguWA\nnng83uwv1HWdcrnM0tJS0+btui6u6xKJRN716pH1hNtt8bUs66753rjbsEEk7zGsDI3Zu3cv0WgU\n27bfk+TPdxPXI5Ke5zE9Pc3c3Bw7d+4klbqx/sP3CreDSNq2zfnz56nVahw4cIBw+Oa7NldiR2eM\nLz7Yz/BChYAscmggSdWwGZ4vUzNsRFGgrDsMdd84eZ8paIRVmaAsMlvQqZk2rutR1GzemCqyo3Nt\n6ZNwqQq5kkAvbxplyVctd3VFSZcNHt5yKTESBIHHt6cQq1la+zqIBiR2dEQvsVge7E+SafRS2q7H\nh4c62NKY71QkkV+8v5sT00WKmkVfMsSeniuVMs/zyFUNPA/emivRlwxSqPvJxAFZQjNtXr6QpWq4\nHJ8q8huPDPLUrvZLrkNQkfAA23WRRRHbcaFhK10LRjNVTMclEVJwPI+q6ZCt+kmiAG0hwU8kPdBF\nvDG/eTWraVc82CS0/+u3z1EzbQQ8P6zH9fi7U2n298Z5ZGsrc0WdrxybxbBdXM/j8ECSn9/XcdX3\n+Nxilb8+sQCeh+fBx/d2cHgwSUiRbqrqYhk9iSD//PFNTBc0inWbb1sGSoPoSqKAIIDlXF1etl2P\nb55aJKJKhFUJy3F5diTL5lT4up2oxycLfOXYHGPZGn0tQfZ0xyjULZ4dzvLFI6sPab54YYmybjft\n3pmKgW7p7N/cQliVCKl+Lc1cSV8zkYRLCdVQV+wSazhcaocdHR3FMAzC4fAl6bB3IiG514nkvabI\nBoNBgsHgJTbvkZGR5r5K13VCodAl6/peUSs30mvvXWwQyTsYN3oDy2QyXLhw4YrQGEmSsG37Ov/6\nzsa1ZgkrlQojIyMkk0kefPDBO+qLf7XqlneCXC7H6Ogog4ODDA0N3fJN0ua2CJvb3g7EaY2ofOr+\nHn46toTjejy1vYVupX7DrxsLyhiOy6ZUmHOL1UahO2xvj5Cvm9QM57oBS6upkCvRFlXpTQaZL2pE\nAwolzWKoK9ac+VwJQRDojIjcf5UuyIphM5ats6MziiqLnM/UODlT4uCAH2EvNYJy+lpCdCWCq6qz\n33krzT8ML1I1bIqahet6fO5wH6+N55kt1HlzpkRZt9jRHiFXM/nDb5/lqdEsn9jXzdZUgHhQIh6U\n+cDONn5wNockgON5PLq1harhzzxeLagG/E3kc2dz9MSDTZVwIlfHcT1YoRB6+POIl/dBXgsl3SJb\ntaibDrIkIIsCAgLfOpXmka2tfOtUGkmE7kQA1/N4farI3p7YqqTQtF3+9uQCiaBMSJEwHZfvDWfY\n3hG56WqK6bzGRK5OWBXZ1xvnQF8Cy3F5dXSOXM1GCToUNYvBFl+NvRo00w9lSkX841AkEUHw18e1\niORUXuPv31pEFiGiSuSqFi+PF0iFV/9dtuuRLvvBNyvfUlUWkSWRoCISati5PRcMy+GnY3kAdndH\nr6pwrhWr2WHr9TrFYpHZ2Vmq1SqKolwSdnInBJjc60TyblYk1wJJkpBlmZ6eHuLxeLN6pFQqsbCw\nQKVSua3VI+sJt3NG8l6v2VnvWP/f1Bt4x9B1nbNnzyIIAocPH77ii+xeuBGuNkvoui7j4+MsLS2x\ne/du4vEbm49aD7hVM5KWZTE6Ooppmu9asJBuOfxsqsBSzeLQQJL9fQnKpSILC7Ubfq093TEuZKpc\nXKqRDKvEVJH9/S10xlUWy6vXh6zE1VTIlZAlkV850s8Lo1kWKwb7++I8tr1t1Z+9XhDW1FId3Xbp\nbShDiiRyYrrIwYEkmunwl0enmS1oePiWyy89PNjc6ANkyjpfeW2KvGajmQ6i4F9PzXT4/Q9s5dRs\niTdnSgx1x6g06jckEc6mq7wyPkwiJDHUGeVffWgbj25tZVMqRLFuM7xQ5ifnl3jpQp62qMoXj/Rd\nVZlyPb+LUZZWKJyySFtMZa5oEFZFcho8sSParOpwXL8GJKiIiCuuW7pskKuahFWJrrgKnoDgOz2x\nHQ/H8ehPymi23+u5VDdpa5AbURCQRH/OcDXUTQfb9ZrzlaokIuDPCt4MkRxeqPD11+cQBQHH9Tg+\nVeI3HuknqEh8ek+Slyar6ILAgb4EHxlqR7dcvnN6kbFsjWRI4en9nfQ1bM5hVSIakJodt3XTT/VN\nXnZck0t1XriwhOV4PDCYxLD8c22NqIykq+SqJq4H842AopMzpaY9Vrccvnp8lotLGvmayVi2Rn9L\niERQwfFcnt7fxanZEiXNxvX8AKnvncmg2/6Dt+dHc/zO+wfpvMbc5EpClS4bHL1YwHY9Dg8k2JS6\nktwLgkAkEiESiVwSdlIqlcjn80xOTuK67hXpsOvtXrVBJDfmA1deg5XVI93d3cDtrR5ZT7jdYTtw\nb+xV70RsEMm7GJ7nMTMzw8zMDDt27KC9/daUZ9+JuNzaujz/193dfdUU0jsBt8LauqxUb968me7u\n7nfly9p2XJ45MddQSATenC2xVDM50hO4qaePAUXiUwd6mC9pdMVz5GsmIUVkvmSwpzt2VTVypQrZ\ns2UnmqcwV/RtfdmKgSL5iZbL1ySsSvzcvq7Gv/XDalbD9YikKAo+S2oeh9ecz3t1YomZfJ3eRgDR\nbFHn5bElPrS7o/nzZ+bLVAzfvhsPydiOh+V4vDKR50O7O3j/9ja/H9GFmuGgyAIVw2WhpON5LpJn\nc3TC4I+/a/J/fHI3AUnkpQs5/u6tRUKKRESVWKwa/P1baX79kYFVz0ESBfb3xjgxU6Y1rFAzfdX3\n1470MpyuslA26HREPrW/C0EQmFqq873hDKbtkgwp/Px9naQiKiMLFf7+rUX/Ongeg60h+luDKJLA\n0YsFREEgrEqkYiqbU2EkUWBrW4SxTI2uRICaYXMxp/GNN+b54WiOn9/bwfaOt9XkaFAmFpApahbJ\nkELVsJElkZawQq5q8trFAjXDYW9PjL09q4c5LJR0Zos6IUXie2cWSYYVIg1iP1vQuZCpsa83Tiwg\n8fGdiSY5Avir43Ocz1TpiAWoGjZ/cXSW3318E4mGzfczB3v46xPzjCxU8Tx4en/HJSr3XFHny69M\no8gisiDwjdfneHhLC67nV6eYttf8b1WWUGWRb51Kc6AvjiAIvDpRYCKn0R1XyZQNTNtjIlsnqIh8\naKidT+3v5H1bWpgv6QQViTPzZT8oqZEavFg1eHk8zy/e333V9byMdNngT1642HhwIXBssshvPTqw\nploeVVVpb29v3qccx6FSqVAsFllcXFyXdth7nUjea9bW1XA9VXYt1SMr1fh4PL7usxlWw+0kkhu2\n2fWNDSJ5B+NaN7DL7Zp3gk3odmKZSN6u+b/3Cu+ESJqmydmzZ/E8b1Wl+nbAdT1yNZP5os75dJVM\n1UCzHARBoGbY3N/Vf9Pno8oim1IRfuVIiOH5MrmqSWcswO5V5gvhUhUy3LuLLx+bA3xly7Q9UlEV\nx/M41J/k6f3dl9hLT8+V+O7pNJbjsbUtwqfu77mkdP1678vmVJhEWGa+qKNIAqbt8vR+f6OerZiX\nvFZYlVgoaUxkq8wUNEKKhGa5hAMyVcMnu5brEZRFgo0+QIDfeXwz/+cPxtAsB8vxiKoyFc1EwCMa\nDSLgMZap8q0X3uDVBYepqkBNd3Ebr1XWHEbmK9e85h/b04Hn+YrZllSIj+zuIBFWeaQxN/q6NYsi\niVQNm2+fXiQa8INuCnWL75xe5ItHenl2JEtbVCUgi3iex3i2jgvs74vTHgvwxlTRDyCKBfnVB/1u\nw1/Y18nfnFzgXLrKqbkynucRUkSSYYVvvLHAP31fv2+HFQRSEYUvPNDLN96YY76kE1JEvnC4B8tx\n+bPXpple0qiaDs+NZPjHjwzw2GV1I6PL85X4iup4rs6B3hhl3SZXMSk0QnxWg+16nFv0g5lemygg\nSyK9iQDHLhZIRQO0RhQ2tYboigWYLWgEZJHnzuYIKjKHBxJ+Iup0EcuFznBDGRYE0mWd+/vi/Pj8\nEoKAXzMTD4DgE8+K4fBvfzDOZw/1kGmsp5rlkq2adMQDxAMyOxszvprl+gFFDcXxzdnyJQnDiuiH\nH10PgiDwxlQR2/Gaqa+FusUL55fW3O+6EpIkkUwmSSZ9u/eyHbZUKjE7O0u5UqFsS0SjMbZ2p2ht\nWXv3363CvU4k73VrK9z4Nbha9UipVKJQKDA1NbXm6pH1hNu5Fmq1GpHIjX+HbODdwb3NLu5COI7D\n+Pg4+Xz+hu2ad/NNUZIkisUiFy9evG3zf+8FbqZH0vM80uk0ExMTbNu2jc7O1XsabzVsx+Xbb6U5\nPVeiVDc5MVtmsCVEIqRgOC5jmRpl3X7HCqsiiRzoT171/18+CxkMhfk3z47SElYIKhI/myqyUNbZ\n1BYmokq8MVVkqDvWTGZdKOn87cl52qMqkijy6vgSFzJVPne4l13d/uftaopkSbOwHY9kWOFzh/r4\n+uszjKartMdUzEYoy2AqxKnZEomQBwIsVU3yVYNnTs4zX9QJyCKpiEpPIkDddNFNB1GEgdYQ2zui\nTaXsoS0p/uNnQhy9mOfo+BILuQL5ukdnLEgspFLSLDxR5PlMgPmqjus4SIKHa1tkyxZhRYKogKZp\nq9oKS5rFMycXWKpZgMemtvBVbbBFzcL1wHBcLi7UEQUBVRKpGw6W46I27LGCIBBURPb1xBhOV1Ek\ngYP9cT6wo40jm1uaQT2xoMznD/fw7380QViRSARlCprN6GKV7kSAf/vcGHnNQpVEntie4vMP9PL7\nT25GMx2CioQkCpyYLnJ2oYpmuQRlkarp8GevTvPQpuQlNRrPjWRJhpQmuZ8r6ZxeqFA1HPA8HBde\nnijQnQgwmdEJSAJd3b4iJwlwfrHKZF4jIIk4pk22YmC7Lp2xILbn8dCmJGcWqvS3hJgrGpTqJn95\ndIahrgjfPZ3hubNZFko6uuWwtS2M63qossQvHeymKxHkq8dmWCjruJ5HrmLiuO5fpD0AACAASURB\nVLCrM4oiCXz1+CyPbE5yctYm2kiOtWyXeFJm2ZF8uap+oC/GyZkSasMqXDMdDqwxRdbxPGqmzVzJ\nfxghigLOis9BSbOYbLgQtrVHrjmDezlW2mHbOrr42utzjC9VMRd0WianeazLRRW9K9Jhb+f3/N1U\nf3Ez2CCSt0aJu1yNv1r1yErVcj1aim/XZ6FarW50SK5jbBDJuwi5XI7z58/T29vLgw8+eEMf6uWN\n7914UzQMg7m5OVzXfdeUt3cLNzojqes6IyMjKIryrtebjCxUeOlClnTJIF0xyFYM6qbDjo4ICAId\n8QCGw22rM4HVZyGrho3leAQbM3R100GVRCzbRQjICALNihLdcvjG6zO8MVUkFpABn0gslA08AT4y\nZPHI1tQVRHImX+fLL08yslAhEVI40J9gb2+ckm5zaLAF23H5/pk0iZDMkU2tZMomr08V8IBIQCJT\nMchWTOJBCcN20S2bQl3iQ7vaOZ+pkAgqPLajjQ/uujS5dDAVJmCVSdUqRPdt5s9P5JnI1ViqW9iO\nSzSg0J0IUNQsSppHUPXTVz3XIxiQeXQgyPnz59F1nUgkQjKZbNoKf3A2R0mz6U74VRcvXcjTnwwx\n0BrickRVmWLdYjRTRRIb11YAzXLZ2hZmPFenI6pSNR1UWeKx7SmSYYX/8sIkddNhtqgTDsjsX9Hz\nmK0YpEsGjudR1C1aIyoVwyE7V6FuOnTEVMqWzbfeSrOlPcz7trSSLht8+/QiVcMh3Jgn7EkEEQS/\n/qJmOCyUDQZXnINuuyRWWE37EkGWaia27duKd3RGmCvo/N8/nCAs2bgeTOlzfOGwrzaUdQdJEEHw\nI6Bcz1cGq4YLApxdKNPXEmYsU0W3HRRJoqzb/MlPJqnoNkOdEaq6T5It2yUZUXhiewpREHh0awvZ\nisFLY3lmGjO1hwYTbGsPIyBQ1m0GUmEe3OQn93r4CndrWGG2oOO4Hv/++XGiQZlfPNDNlrYwQ10x\nvvBADy9e8MN2Prang91da9vEmZbLucUaIoAALSGVzzYssemywZ++5L+fy7O/v/3+wet2g66GY5NF\nJnJ1uhMhyoZCtmJSirbxkV0pKpUKpVKJCxcuoGla0w6bTCZvuR32Xrd23q17hhvB7SDTV6seKZVK\nZLNZxsfHAZo/s15niG8VNojk+sYGkbyDsfylYZom586dw3EcDh48eFNBKbIsY9s2qvrO0vnWEzzP\nY35+nsnJSVKpFKqq3lUkEtZubfU8j7m5Oaampt6zednppTozeY2q4RCURb/uwHYp1C0ODbQQVERi\nQQXtNiS0XSuRNaJKdMUDZCoGHbEAIUWkrNuEAzKW4+J50B7z182zZ9K8PlWkolkYpkPVdBhoDdEW\nVemJB3nhfI6Ht7QiimKTSKZLOv/5x2O8PlVCFCBTNVmsGJxbrLK/N+ErV6JEQJaYyWsMtIZ5+kA3\nH27MRH79+AzpkoFuO1R0DxePuuUrIV840ofjQUdUJXDZhnzZugzw2MNHUFWVgzv6eG4kw+xSzbfJ\nqhLRgMykoqNbLrbjIYh+r+NHhtr5ub0dvDxe4ORSiaDm8ojqUCpNU6vVODnh0hoLUZfCBINBxCbh\nvpJIJsMKgYbtVhH9epHWsMxb82U+vreT589lGc9pJMMyH9vdgWG7/IcfXcR0XKIBifmiP3v37z45\n1FQ9j00WOZ+poUiwVLcpaTZhVcK0XTqiCiFFIqT4VuGzCxV2tEf4y2OzRFSJRFBiMq+h2y5l3UaR\nBCzHoyumcnlA7r7eGMcvFmmPBdAsh4Assrs7huW4zVnGl8cK9CaDdIb8BwgjC1XGc3WiqoSAbz2N\nqBKW61LVHRZKBi0Rl1REJVu1WKyUcD2PRFAhFRHoTQT52UyJg31xIgGZI5uSjC76M6H/+OF++hvz\ns6Ig8OkDXTy0uQXNcvjqsVniQQUBPwjI9SARlPnU/k4+urudYt3iB2f9sKigImI6HrGgjG65fPnV\naf7Fk5tpjwU40JfgQN/aVMhl1E2HVy8W2NQaYiqvIXggiR5tMf/9+v6ZDJbrh/kAzBR03pgq8f5t\nV/aKXg/ZqtGcwayZDpbtoFsOH9zZdlU77NzcHJVKBVmWL0mHfScP0+51IrWhSL57a2C5emTZQbSy\nUieTyVxRPRKLxe6a92bD2rq+sUEk72B4nsfs7CxTU1Pv2KJ4vZ7FOw31ep2RkRFCoRBHjhyhUChQ\nKpXe68O65VgLkdQ0jeHhYcLh8Ls+L+u4XtOOGJBFtEbvX1D2CYxmuQRkEUHw+OBQBx3xIOlbrEhe\nL5HVJ2T9/M83Zpkt6mxpj7K7R2SpaiII8NHdHbSE/UTNZ4czmKZDSJUo1C00y0WzHJ88CgKu56eZ\nioLQfF9GFsosVS0E/BoM03FxPI/ZgsaOjmizrN60HcKBt8ngckrrlvYIPzq3iG65SAKICFi2y1LN\n4v/64QUUSSQRVPj4vk7SZX9msi9kkZu9yNatW+nq6mq+pipL/Px93ZimyXMjGY5NFmmNiBwaTHB6\nrsT29jAf2NnO1na/GuN7Zxb51qlFYgEJ3XYZy5v8bx/dQTKscMGdYiJTQaxWyWSz5HWPfJtFVjVI\nJBJXPJTqTgTY48QIKhJBWaTYsPmGVYlfuK/rkp89erFA1bCbc3vxkMBixSRft2iLqpi2y+tTRba2\nhVkoG7RG/DnMp+/r4NjFIiXDbtJZx/NojwaYK+nYjkvNhHzNIhGUGWjxSY0oCLSGJe7vT9CTCDKV\n11iqmSRDCh/c2YYiioykK7SEZT4y1EFRs/jmm2lcz8N2PGzX9ecCLQ1BEBBFgbFsjRcuLBFWJbIF\nDc2ym0RdlUUcx2MsU0MUBaIBCd1yqRg2rRGZXV0RTs2WqZkOybBCSBFpj6k8tbOtSSJXrt/l9N8v\nPNDL19+Yp6RZuJ7H4ztSzW7OcKOr8ksP+wrHH35nlPaYgiwKKJJIxbCZLerNhyZrhf+wxcNsrMlc\nzSQakHE9j2zVYmpJoysepKhZhFdYWRXJV0xvBv0tIb75Zpq66RALSFQ8j7rpcHyqyKNb3yamK+2w\nPT09wNvzaMVikenpaRzHadphE4kEoVBozcRgg0huEEl4b9JEV6vUWVk9cv78eURRvOShye0SCm53\nPceGIrm+sUEk72BUq1UqlcotIQfLiuSdDs/zmJycZGFhgaGhoeaX7N1GlJdxrRnJ5dTe2dlZdu3a\n1UyNezdQ1iz+/q0045kqjuvRGVfJVkwMy6Wq2ziuR0SV6W9RGEyF+c1HN9PbEsKyrFtmbb1eL+RK\ntEZU/tnjW7AcF0Xy1cSa4VA3bZ45Oc+PL+RwHI+pvIZpOSD4ZMC0HTobG+/JpTqtEYUfns00C9lN\n28X1QJEFPMDzAM9PJx1oCyFLAvMlDdeD3mSI3V1XpoY+srWVfziTZnihiu16iMLbfYOJkEIipDCZ\nq/Nvnj3PwYE42VweCZd/+fEDdLWsfs6CIPC+LS1MLGnMF3U84MhgC79ypPcSq+GPRpdoj6qoskgc\nmC/pjKSrPLKlhU/s7+GvTyxQqFsoapyn74uxt01qphHato1hGCwsLJBIJHhgMMH5TJ2A7FE1HVzX\nY1/v6impQUVEFgWyFQNREJBFn+zFGkTbdj08BLa1h1FkgdHFGp4Hi2WTj+5p55mTiyxWDMp1C0UW\nObNQwXRcJnIapuMiin7A0fa2ML/2cD8zBZ1URKEtovKH3xnlbLpCa0SlMxbgie0pPrK7nQ/uamse\nX2/SV2DfnC2jSiLRoMxUXiOCh2a7yCq8PlUkokg8vKWVzlyVc+kaOi5dcZmlmg2CgOeBKvrzoqIg\noNsuiiiSqZh8bE8H+ZrFQsnAw2N7e4Qjg1ef/QXY2RnlD57cTLZqEg1ITfVvNUQDEoblIAdkPM/D\n87ihmcW66fDNNxcYzdQo5S1+o1fDcvywJkUVMGz/IVK25vfc7u2J8exwhoAi4bh+yvC29psLOzvY\nn6AtonJRr1M1HTpjKq0RlaXa9Tt1V5tHW7bDjo2NXWKHvZ6ys0Ek7+0ZUVg/HYerVY9YltVULWdn\nZ7Es65LqkWg0ekvev9v9OdggkusbG0TyDkY8HmdoaOiWvNbdQLQqlQrDw8OkUikefPDBS4bR74bz\nWw1Xm5Gs1WoMDw8Tj8evuBa3CxcWK4wsVAmqIuPZGrMFjRPTJZaqBobjcV9PjCd3tPHTsSXAI6KK\nbEqF+czB3mbVxa2oMwFfhRweHm7Wu6z1JrdcwSEIAtGgzN+enCNfs+iOBzEsh2LdbNYsiAKEVZn7\nehMEFYkLWo2aaZMuG/xgZJG4ZfJS2U9N9TxQJYF83d/odseD/PLhXg70J1ko6YiCQH9L6JKQF8f1\neP5shlcn8uQ1m5awSmfcD/jJ10zKutMkfSXdom4YaEtpBtpS1FyVsSXjqkQSIBKQ+fWH+1koGwj4\niuHy+S9DFHzSa9h+dUiuanI2XeHIpiSJkMKXHuqjVLeYLeoYjkveUdm2uRWhocgeP34cy7KaG/QH\nWxQmagrRcIgPHOpr9ilejk2tIRRJYK5kAj7J+cTeDrobxCikiOzuinJipsSFbA1RgFRUYbFiEg/J\n/Oaj/fyXFy7iAAlF4vxilXTJoG761R94fhqpC/S3BAnIfjLpn782zchClWhQoqTZJEIyPx3P88Bg\ngtbIpU/zh7pizQcGmuXw3dOLvD6eIaKK/OrD/fz5azNEVH+d9LeEGc9pOK6HgEBAFhuWZgHd8VAa\nqp7teHQngnx8bwfv29rqB2OVDQTBXzPS5b7bVdASVpq9ndfCp/Z38RdHZylqNp4HOzsj7Ohc+2bt\nO6cXOb9YoycRwCzBMycW2NERYSRdxbBdoqpEXzLohzYBT+1so246HL1YQJFEfvlgNztv4PethCQK\nfGxPB8+dzdIdV5FFkfmywUDL6uvpWlip2gwMDFyi7MzPz1OtVpEkaVU77L1OJO/1GdH1DkVRSKVS\npFIpwH+/qtUq5XL5llaP3O4OyVqttkEk1zE2iOQGgDubaK1Mqt2zZw+x2JUqx82km94JuJx4rVRk\nd+/e3ZwVut0Yni/zzIk5wqqMbjm8OePPfGmmTVCR8LAZz9XZ1BbhyZ3tdMRUHt/RTmtEoSX89gZ9\n5WzhzWClCnnfffe945vPdEGjLdKw+jU2jJbrITou0aBMayTIh3Z3UKiZjCyU6W/1FZaJbJXX5h0+\nvymAh4ftuOzojFGsWyTCMk/saOOBwRYEQbik83Aljl3M8+KFJfqSQRJBmTNzZc4uVFAkiUhAYmtb\nCEHwzzlXrKAKHn39AyiyTL2k46xhvauyeEmwzOX4+N4OvnpsjkzF8CtEAhLTeZ0XLyzxgZ1tKJLI\nidkyL4/nkQR/Lu/Rba18eKgdURSRJImBgYHmBr1er3O4YSvMTgxTnFGaAT7xeLzprJgq6PS1hOhv\nCfn9lAEZq3E6nufx4lie4YUK0wUdzXQZbA2yORUmIIuMZ+uEFIlC3UYSBKqmg+F6iIJAMqyyrT2C\n7brEAhKzRYP/8KMJXE8gU9GpGjaKJKJKEpLgsVg22d4uY9hXv5ae53FmvsJ4ro4kwO72AIOtIQ70\nJXh5PE9nTGWu6Afb7OmJMV3w+xpt1+XhLUnOpmuN1xfojCv8wn0dPL491Xh1oWlldVyPvzk5z4vn\nlwgqIr+wr4v3b2u9aSKzszPK7z+5uVkps6srirwGorqMsWyNjkbHqioJeAIcGkhQNR1/LXge0YDM\nwUbiqywKfHJ/F0/f549g3Ohx102HkmaRaCToPrkjxVLN5K25MggCT25PXRLGdLO4mrJTKpUolUpN\nO2w0GkWSpIaae28Syg1r650FQRCIxWLEYrFrVo/cqNV7g0je29ggkhsA7lxraz6f59y5c/T09Fwz\nqfZG003vFKwkkisV2YceeuhdvcG/PL5ES1gl2rDJnZgukqkYxAIyuu3ieUIzjCWsSuzsirF1lW65\nq9VmrAU3q0JeC13xILmqSSqiciFTRRCgPRpABDygPxmiJayQaVgwl6FZfirpYsVgdLFK3bTZ3iHw\nrz+x6xLV8VoYz9ZIhmQkUWB0sYLtuiTCKmFVIhZQeGJ7G6fn/NnfLakw0UiUmulhaQauB0Pdq2+q\nPc/jzFyZmYJGW1Rlf1/8CiVyGU9sT/nzgCfTdMQCbO+IoMoiP5susaMjwkJJ5/mzWba0R5BEn0i+\nNlHgwYZiuRKrzasZhkGpVGJpaYmJiQkAEokEOU1BxKOvQcwtx23O052aKzeOR2VzKsSxio5mudiu\nh2u5RAIyr4znCUiNcB9ZpG461C2HtoiKALSEFHI1i6ph0xUP+KE5gsf0lE4yJFMzbCRRoG76HZzL\nsBz/s7byep3P1Pjmm2naowphReTlqRr93UV+fl8Hnudxaq6MIotsToXZ2h6hIxagUDepGDaa6dKX\nDNKfDKCqEobloltXklbP8/jyK1N881SakCLhuvBfC1MEFZEjm1rWspxWRUSV2NYeIRGSL1m/a0FL\nWKWsWyRDiv+ZbdSOHOhLcHqujCqLPDCYJBm+ch3cKM7Mlfh3z09Q0myCssi//OAWHtzUwucP9/Cp\nA12IgnBDttwbhaIotLW10dbm25uX7bBzc3OUy2WOHz/eDDpJJpN3VdDJtXCvE8n1Ymt9J7iW1Xt8\nfBxN065bPXK7iWS1Wn3Xaso2cOPYIJJ3MG7lE9A7TZG0LIvz58+jaRoHDhwgHL72rM2ddn5rxTKR\nHBsbI5fL3XB36C2DX3kI+Otyc1uYkm5R0i2Cih/yYToujuvRmwxxaODWKaUrVcj9+/ffsnS3+aLO\n7q4YPxr1e/wmc3UeGGyhpFlYrkdVt9nfn6QzHsTzQJIE8jUTVRbRbYewDGfmy0QDEpbjh/e8eCHH\nh4Y61vT7k2GVsWyNeFBmLFNHkUTao4EGcdXJ5LJ8esBjy46DdLfGGctU+fFoltHFKq0RlW+fWuDT\n9/dcYcl85mdz/OhclpAqokoi5zM1Pne4Z1UiIQgC9/XEOZuuNQNdTNtlsWLwteNzGI7LhWwdQRQw\nbD94SADqhn0FkVwNgUCA9vZ2QvFW2no9IgpUKxW0TB6zXmGkXCQSULCQ+eAun5idTVcJKSIeMFfU\nkUWRmYJGSbPZ1Bri957cxH/6yUVCAYma7qd5WrZLe1Tln71/kK8cn2MyX2eoK4LlKEQbc5chWUQz\nbX9uUBKwXIgF/LqV//rSJN2xAMPpKq7r8dTONn7pYDeiIHA+UyOoiAQVCVMSiAYEnj+Xw3I99vXE\neHBTklzN5JmTaRZKBqossFA2WCybCHjUTN82/OjWVizHa/aVLsN2/VCen1zIE1VlokH/YU1Bs3l1\nonBTRNL1PL791iKvXSwAsKUtzBcf6GViqc7JmTIhReSxbalm2NFqePq+Tv7y6AwLZYMlHZ7aGWN7\nRwRREK5Queumw49Hc81qlSe2p9b8QKVm2Pzvz42TrZoEZJF83eJff/c8X/vS/aSi6k3Vh7xTLNth\ndV0nHA4zODj4ngWdvJe4V5XYZdyN1t6V6xb8c7xa9cjyz9m2fdsVydWcZhtYH9ggkhsA7iyitbi4\nyNjYGJs3b2b37t1rupHdSed3IyiVStRqNURR5MiRI+/ZTe3hLa18880FTMfFtD26EyE+d7iPP/nJ\nBIW6iSyKHB5M8qsPDdCTDF5VAbtRLCey3owK6bgeJc1CFgXil5GeV8aX+MFIBkEQsB2XR7a0EmhU\nlqiyiGY6ZComDzTCT7oSQX7n8S38w/AimunwTx4Z5O9eHmbe8IlVIqiwuyfGeLbGh9Y41vz49hTj\n2SqzRQ3TdZFFv0bDcWyqtTrxUBvvf3h/85x7kyGqhsO+Xr8yIlc1eObkPP/0fYOkywYlzSJd0vkf\nr00TlH1NtScRZHSxymLZaM4fXo6B1hA9iQBzRR1VEqgYNkLjnEUBZgsaRy8W6GiEDgkCHJ0s8akD\n159Xcz2P75/J8GqD0GxqDfHFI33sa2nh/ZUQz5xcIFN22N0usEUpcPz4AuW8xHzBwXQECppDS1gm\nGVJpiyoMtoToigfZ3h6hULMwHAfT9udxP767nedHlwjKEjs6IhTqNq4Lo4tV8jWTC9k6tuMRD8pY\ntofjebSGQwRlgULN5IXzefpbg4jA11+fIxaU+dieDqIBGbNpffUYy5m4Ypl83WShbBBSJHoTQVzX\nY1dHmJAqcWK6RGtYJqiIFOo2SzWTmaLO7z2xiS1tbz8Uq5sOf3l0hgvZOulG6M5yyq/nejdMokqa\nxWReYzxT46fjefpbfHv0eLbOf39lmum8TiQgYTkup+bK/IuntpCKrE6AepNB/vkTm0mXDUaG8/S0\nhvjJaI7+1jDb28PNdWm7Hv/jtRku5upEAhJnF6rMl3R+7cG+NX1e83WTTMUkFpAQRV95LNQtTs2V\neWpn23X//e3EMpG4nh12OXxqpWUwHA7f8STsXlck74XzFwSBUChEKBRqJoCvrB5Jp9PUajUEQWBm\nZqYZ4nMrr8uGtXV9Y4NI3uF4J1bAlZBlGcMwbsER3T4YhsHIyAiiKPLAAw/c0BPeu41IOo7D2NgY\nxWKRUCjEli1b3tPjua8vgSqJnFkoE1IkepJBfjZV5NBAkq54gEe3tdHXcusKky+fhbxRFbKq23z1\n2DRzRR3wk1E/tqcTQRCo6DY/HMnQGQsgS34Iy7PDGR7YlOD0XIVYQMbxPPb2xtiUenvTvykV5rcf\n29z88+LFUc4YUXoSIaJBmbJm0R5be5BBPKTw24/5M2ypiMpPx/IsFioYlk13a4zPPjp0yfXM101s\n922i0RYNMF/U+PG5LD8+n0UATkyXcFyfLHmex0LJQBb9ebarQZFEPn+4l9PzZcqaTTKs8KNzueY8\n3faOKBO5OqokkIqobOuIcHq+zCf2XV95HZ6v8NOxPD2NFNTJJY1/GMkw2Bri2GSRBze1IAgwV9JZ\nCnTwof1t1M+m+c7EJMW6hWZDXbfYkRCJKTLZisF/e3mKomaRqZooooAngyCI/PnxWSRB5NGtrYiC\nb02eL1Ypalajp9PvuHQ8XwWzPTi3WGUsWyMWkHA9j3jj2uq2y4/P5/jYng4eGEzw5myJuaJOvmxR\n1B0e3daC6/kErW44HOiNY9gO2ZrF7x7q5k9/OkXNFJq2WQHfRute9ja8eGGJqYLOQEuAXDXI+UyN\nuaLmp+gGlTVd42Wkyzp/+tIUddNhvuTbgXuTQWRRJBFWOD5ZZKjr7Tqa2aLG8HyFx5rzmlciHpQJ\nqxLfyLgcLS+iiAKWs8Qv3NfBI1v8lOjFssHkUp3uRADdcjEdv8vywU1JhrpiOK7H94f9KpqQIvLJ\n/V3s6X5bfWgJKQiA7XmoCNiOhwjN43wvcS1FbjU7bLVapVgsMjExQb1ev6L3790IRbuVuBeI1LVw\nuy2d6xWXV49ks1ny+TySJDE3N9cMqFqpWr4TRX6DSK5vvPffxBtYF1jPRMvzPObm5piammLHjh1N\nL/+N4FYR7vWAQqHA2bNn6enp4ciRI7z22mu3/XeeX6zw8lgegIe3tKw6f7erO8au7hiZisGfvTJF\nNCARDsiMZWt0J4L0XyPU5UbwTlTIZXx/OM18UacnGcRxPV66sMTmVISh7hh100GzHMq6TUiROJuu\nMFPQiAVlBPy0zn19cba1R/wE0KugPyYitSd4fbKA6fjl8597oO+qP++6HiXd8hMoSzq65dCTCLK9\nI8o/OtSBXVhg3gzS39nKZw/30Ra91HYYVn2ys9zdqZl+WuyPRrN0LYeiyBU0zaKk24QUEc1yiIeU\nZoXJ1RCQRXZ1RjFtl7Aq8bPpEtmqSWtYoW45tMcCPLYthSCA4/iVAGt5XxYrBkojwRR8xXW6oGM7\nvtrW/PugwvlMjQ8PtfOTiTKCKOEKLi4ulgfH5nVUUaM1AEOtIrarkAqJlHSP3ngAx/Mo1v0ex0zV\nIFsxmc1r5DWLeFAiqIq+6tt4cGA3rNoBScRxXXJVk2hQxnI95ot+KI/l+POP+3vj/Najg0zk6py5\nOI/bIPNLNRNR9Cs+HM/vy1wom3x3JEs0IFOo+cR/+fpuag3xzMk0Q11RREHAdv3E1ogqIooiB/ri\nCPik/2B/gs8c7KZ3ldRb1/M4drHA8EKVaEDifVtb6U0G+e6ZDI7n0ZMMAh4nZsrMFTQG2yJUNJtI\nQMID8jWTxYpJSbPIVa9fpzGd15iredzX6a8xw3b5yrE5ZgsavS0hBlpCePjJtidnyliOi267/L+v\nzPB7T2xieKHCs8MZ2qIqFd3hv708zb/64JZmyFA0qPCZg138f28soIv+mt7bG2Nv93u/sbwRa6co\nisTj8ebowbJlsFgssri4yIULF+44O+y9bm2914n0MlzXJRAI0NPT05x/X616JBqNNtd2JBJZ89rZ\nIJLrGxtEcgOAr0iuRyJZq9UYGRkhGo2+o77Mu+FmZ9s2Fy5coFqtrmku9FZhIlfjr47N+oEkwNeO\nz/KrD/Wzo3P1mYXZgobresSCvvrWEQ9wZqHCEztv/AHASrxTFXIlZgo6LRH/+Hyy4jFX1BjqjvH6\nZJ7zi1Vcz6+/0C2XjniAwVQI23YZz9X4zOHe6/4OQfC7DxVJJKT4124yV29aQFeirFl87fgsc6U6\n45kaYVWmN+kruE/1Cah6gd/+6P3XnBNpi/qdhy9cWEIU/DX/5M42vns6jSgKjUASX/lSJQHbEWiL\nKvyTh/quazV+/lyWl8YKCIJfT/GJPR38dDxPumSwvT1Ce1Th9aki+bqF7Xp8dHc70ho+cm0R1e8e\n9PxU1bJmc19fjFRExbDd5ka1alpsVkNcXKpz9GKBmmHjUz0Pw/bfQ0GQWDIFpFgrMdvCK5YxbJtc\n2UJz/LoPG3jhfI6K7uIBkgii4eF5AqokoVlvq4IR2X8PPfxey854gPFsDdv1kEWB3Z0R/uK1GZ7a\n0cbmtjC7u6OE7QhvLtTJVk1UySfzqYiCIgpkqxb9LUFOz1XobwmhNx5Wu568VgAAIABJREFUSKLA\nUFeUzniQhbLOKxMFfng2i+14CAJYtks8KCOKAp3xAJ/c39lU+1bDC+eXeH40R0gROTNf5etvzHOg\nN94IHhIYWahwMVenqtu8Pl2ipDns64vzc3vb+crRGeZLJpLgK7PfPJUmWzV5ckfqqtUgluMHSwmC\ngOt5/Gg0y1zR4ORMkVQkwNP7O9neFubFsTw100GRRDa1homoEj8+n2M6r5OKqARkiYAMVdNmNFNr\nEkmA33x0kO0dUd6cKdEVD/DxvZ3rXpG8HlZaBq/V+xeNRpvJxuvRDrvejufdxAaR9OE4zhV7s8ur\nR1zXpVarUSqVmJqaolarXVI9kkgkrrq/25iRXN9477+JN/COcKuUNkmS1lVqq+u6TE5Okk6nGRoa\naloo7lUsLS1x7tw5BgYG2LVr17t6835rtkRQEZvhKY7rcXKmdFUiGZBF3BVr0rBcIoF3Zv9ZTmRd\nVmHf6fn3JoKMpCukRIHTs2Vmihp1w6Gi25ycLfHothTD82XGszWqpsNAKoxmOoQVCdOxcF0P8TpV\nCQXdY6JaY2+Pr0DYjstLYzkODiSuUDK//VaaTMUgKEtN+9+mlgDFfJYfaiH++JceXNOG5X3b2tje\nGaNq2IQViWeHFzk1W+b0XJnB1jAlzSasSo33CD5zsKfZ4Xk1XMjUeOF8nu5EAEkUWCwZvDxR4PMr\nyPQr43mG56tsawsTDylkKian5yvXPd59vXEuZGucnC0jINAZU/no7g5USWB4vsJkXgM8qrrD8EKF\n16eLlDUbWRawbQ9RAAdoDSuIjcCft+arfGxPO9Mlm4qlUTVsQrJIa0ikolssaT45jCh+h2NB85AF\nUGUBAVAksBwQJIlkSKZiODy5M8Un7+vi9/9mGEn0iAVkzqT9hw2SIHBsssjhwQRH2kW+sL+F19IC\n6YrBh4baKGt+t2hfS4iHN7fw7HAWw3aIBf3ZymRIoS8ZIlczCUgi3zuzSEc00OjR1HGBdNnE8zwe\nGExcN1zn6GSRzqjK0ckiixUDx/WYzGtIAixWTKqmjWW7IEBHLEBAEfi5Pe3s6Ihw9GIBx6sSkCWy\nFYOybvPGVJGLS3V+7aG+Zm/mSvS3hFBEmMzXmS/qzBQMVElAEkVyVYPvn8nw/3x2L0Xd5uRMid5k\niN5kkIruq7phVSJXNQk25j1dzw8+WglREPjAzjY+8B7PRF6OWx22strmu1qtUiqVuHjxIrVajWAw\neM0EzXcTd4vL52bhOM4GkWRthFoUxWb1SF+f78wxDINyuUyhUGBychLXdYnFYliWhSAI7N69G1EU\nqVara1YkR0dH+exnP9v888TEBH/8x3/MH/zBHzT/7oUXXuDpp59m82Z/FOXTn/40f/RHf3Sjp72B\nBjaI5AaA9WVtXbYutre3v+s1FusNlmUxOjqKYRgcOnSIYHD1QJTbaTFSJBFnxfCW7XqXJC6WNItX\nxpb4yWimkWApkQjLuK6LLEtIgsAnD3Tf1O++XYmsP7e3k1zV4OhEgVzdZFenX0fyw3MZgrJEXzJE\nZyJEoW5huQbZskGpbrGpLcz7trZel0SCr+h4nkfddJoF9K7LFXNwANP5Oi1hmVzDDmmaJjPpDLsG\nOqna4g19BjpiATpiAf7u5DwXMlWGuiK8OVvmtYklOuJBPrGvyw+QqZu8PlXEdT36W0Ls7Ymtuob8\nY+IS++lcQb/0+At6o0bCf9iQr5lMLmlc712XRIFfur+bJ3e0YTkubVEVRfK7RD93uIepvEa6pPPi\nWJ6+lhBlzQLBD5rxPA/H50OUNBsP396rmQ6LZYODAwl+5XAv//3VaUzboWS4eKKC41k+WfTw03YF\niKlQtz16Egp9yTCWB2fTVUzH5cimBAd643z7VBpVEmmLBpBFkbFsjXBAoqclSEgROTlTZkcsRGtI\n5rfe/7aF2fU8LMdDlQT+4ujs/8/eewfJddh3np+XO6fJGYNMZIJgAkVRojIpWdGSrNvVWrLXlm2d\nva5d7+3ebdm1t7dr75XLdq3ls2Rba1v2SpRESbZyICWSYgRJgESYATCDmcGknukwnV+//O6P19MA\niCAGDAhS861iEWhM97x++ft+38BQOkS2YmJ7HmE1kO9arsdAPMT23hgPjBfax1dPXKNuuvzu3aOI\ngkBMky57nNuuR8N0EYGy4XB2JfBS+n4gIe6IKmiKQLkZSJ8zYQXb9VClIAlVEISWVFagULco1i1C\nskA8FFTQ/NWjs2zsjDCcifCGTWkKdYuvP7fETLHJbMklYurMlpqIBBNcURRxfZ8VPQi0+tiBAVZ0\nm5AsUW89tHnf3h6iqsxnHplhsWLg+0EA1I2t7snrHWst7TxfDjs0NHRBgmYul2NycrL9M6vVI9e7\nHPb1BM/zfi49ki+E4ziEwy/durKa2v3C6pFHH32Uz33uc8zOztLf34+u6zz//PMkEomfqcTatm0b\nzz33HBAQ/YGBAd7//vdf9HN33nkn3/72t1/yMq/jYqwTyXUA14e09fwAmd27d//ca+JzuRwTExOM\njo7S19d32RsWSZLW9ILWnwzx/ZpJvm6SiqioksDto4G0TrdcvvDkHGOLFY7MV1AkkY6owPyKwWhH\nlHt29TKQCl3k5/tZ8H2farV6VaeQ52M1yGalYbNTFkhHgpuviCpRNxwM22V+RUeWRLb3xAmpEstV\nk42dEd6x48X1WZmOx1i2jmFXiGoSA6kQm7vjzK7o9CRCbakwBPLFH02tgO9TrOlEVYmB0V5Khs++\noZde52K7HpP5Ruv/Oh1RNZh0Ol57GnpssY7TStl9aGKFt27v5O03XCw/zkQUXM9vy08rTfuCDlDH\n80mGJaYKbptIGo5HMizDi8jvEgSBzti5m1/P9/mn55d5+my5tW4COaQkCqQiCt1xldkVA0UK/Ice\nQRBLMqSgSgJdcZVP3D5EX8sXWjZsvvzsIlFNIF83W8sMthdMIhVJYOdAgrGlOv0xkQ5Rx/M8lC6Z\nf3lTDw/PGnx/LM9Kw8JyPFZ0h7AarMNUWCaqSq3vQeuBi0CuZvKd4zlKus0NvTFGMmHmSk2mCsGD\nlr1DCXTTpWI43LEhye6BBKfzOmeLTZq2i245aC3C1RVTL6hS8X2fpu2hSEJbkjxXavJ3T87TMF1q\nhk1Jt/F8MCwXSRSQRSjpDhs7w/iez3LdptJ0AR8z5WE7HmfyDfYNJpjINagZDk3bJRYK6kaena1Q\n1m2OZ2tIgsAPxnLIkkBUlZgvNzE8GIypVAyHQj3wfsr4uK5PIirTFdeQRYFfu2OYH58q4Hjw3j3d\n7B1IIAgC/8fbNnE610CTRfYOJIior42b82vtEbxUgqbjOO102IWFhVfkRXs5y/PzjHVpa4Crdf+x\n6hG+9957uffee/E8j4mJCT7xiU/wzW9+k9///d9vJ9QfPHiQgwcPMjQ0dNnPe/DBB9m0aRMjIyOv\neNnWcXmsE8nXOK7WifzVlrauSjcHBwevOmlYhSAIr4kTv2VZjI+P4/s+Bw4cQNOuTMJEUVyz9LhD\nMyW+dXSpLT/rign86zdsoCcRTEbnS00qelDsrskiESWQxImiwE9OFdjaE7tIDqdbLscXqzQtl9HW\nhON8CILAqVOnqFQqV3UK+ULIkshIR4TZFR0IbgpVSeKeXZ0cW6jSsFwSIZmbRlJossh8qcnBTVfu\nv/N9n0LdomY4PLnkcWAkyULFoFS3mMg1aNoeE7k6mizyyYMjDKbDTBcaVE0HGRfdMFBVhURUxfN8\n9g2luHf3iy9iztdMvvT0PNmqwUKpSbFhkQjLqKJIJqLQtD3GslVCskhZt7h9NE08FBDFhyaKF/T7\nrRKWzV0RDm5M89RMOSB9UYV7d3ajWy7/9PwSk/kGoiDg+R6L5SYIAj0JlZtHUpwov/jtUW2RkJli\ngyenS/SnNARgPFunYpj0pUKIQuD13JAJEw/JhGSBiYJOR0QlFpLpTWhosohhe+1zyNu2d/G9EzkW\nygapkEwyJJCvW3iejySKZKIK2YqJ5wtMlT1iA3FqpkM8LHA8W+XkfI205hNFRBHB8xxuHOjksFcl\nGVZoWi6VpkNPQiMVkmhYLp//6dlWMJHMfc8uYjgemzoiFBoW2YrJjr4YgiCgSQKxkMLfP7VASJEo\n6RbjS3XGl+qthxgRfv0Nw9RNhwdPFZhbaTJZaLQSZgU+uK+XOzZl+Lsn5kAQ6EtqJMIyVdNBlUC3\nPBBE8nWLDZkwox0RxpfqCPjYXvAZi2WTzz46iywI9CZVPnRjH5N5nQdP5slEVWZXmlSaNomwTCaq\nolsuc6UmUVVu90ZG5GDf29Uf54mpoMrFcoKJ6//97q3IokDTdolrMv/ilsGLiGJ/MkT/Zepnrmdc\nD9cTWZYv6UUrl8vMzMyg6/rPLJRfx8vDurQ1wFrdf4iiyLZt25Akic985jOBX75e59ChQzzxxBN8\n4QtfYG5ujvvvv5+tW7de9P777ruPX/qlX7rkZz/++OPs2bOHgYEB/viP/5idO3de9eX/ecE6kVwH\n8OpNJG3b5uTJk1iWxf79+1+WPOLFQhTF6+LCfzn4vs/y8jJnzpxh8+bN9PS8OAKx+r2uNlzP5wcn\nlumJa6iyyMZOn4WKgeX6nMzWGMvWKDUtmo5DWJFxveDm0Wh5IlNhmfFsnXSkyN2toB3DdvnS03MU\n6haqJPLE1Arv3dvbToGtVCrU63W6u7vX7IHC+Xj37l7+5+NnGcvWMB2X/UNJ7t3Vwy2jaQ7Mpfjp\nZJFK0w5kl3GNTZ2XJ7Wu5/Pd40ucWKzRtFymyh47Nons6U+Sr5s8MJ6nJ6ERUWUqTZv7Dy/wb96y\nmZPZMlOLBSRRYqgnQ1yTmCsbIASTrabttv1jV4Lr+XzhyTmqTZu64TBfarJYMZElgbAisqUlPU1o\nMn1JDdf12oFIrbyhdg3IctXkS88ssqLbhBWRjx7o57bRNLbrB+ExksiXn10MEnkTGoYTJJu+e1cX\nHTGNwVTosoRbtwK/o+kEJLU3EWK6qPMPT83jeD5zpSYIMJgOiMVwR5jZFYOlqokARFSZbd1RUhEl\nOGbqNkPpMNt7Y5iOR0m3SYXPXdriIZnN3VGKuk3TdBFE6IqppCMyrudTNVxsz6c3rgYVJIUmiYiC\nFlM5nLep+Spbu5KkHBtHbDCzYnI2m+O2boVUTKNmmezsS/COHT2UC8s8MFnj6EIQIDOclqg2HRzP\noyuu0RkLqiyiqkR3XOPubZ185fAiHTEVVRI5tVwnpIhs6IhgOi410yVfN/njB6Yo6hZNM6gQ6U9q\njHaE+fKzWSKqhG579CZaPZ6ALIpostRK8g18nKmwwq0b0jw3X6XUCkVSJYFs1WRQBB+Bas7me2N5\n/uCerdy9rYPHp0o8NlWi2nQQWpszCNYBy/NY5YO2C1FZJKZJ3DKSZGt3DE0RedfObobSYabyDf7x\n6QVMx0MWBT68v5+d/a/98IzrMbX0fC/a6rRmNR02l8u1C+XPDzn5WQ8r13FpXM/3E9cSa1mD8kIf\nbiwW4+677+buu+8GuOy9j2VZfPOb3+QP//APL/q3/fv3Mzs7SywW47vf/S7ve9/7mJiYuPoL/3OC\ndSK5DuDctO5aYZU0TU5OsmnTJnp7e9f8grzqA325ya9rCcMwGB8fR5ZlbrnlFhTlxfcNriWRdD0f\npRW/KQgCogDHFiocmikRVWUM2+VssUlvQkWRBFZ0O5DSSSK3jKYJKzKzRb39mTNFnXzNaicy6pbL\nI5NFtvXE2l7IVT/QtbhBy0QVehMaY9kasgjPz1f40x9PUjdcRFEgpIjs6IvTFdPYN5QkfAXJ3USu\nztH5KkPpEJbr8/Skz9hijQMbMlSawXrR5OD9MU2mUDM5OzfP1544TcWR6E9FKNRNxrIWW7qjKJLI\n6eU6f//kLP/m7s0/87tUDZsV3aJhOZwpNFjRbSCoFXE9n1O5OpmIRm9SY7qoY3s+yzWDaIvY7u6P\nE5IDP+znH59lbKlO03ZwPVgoG/yX92xtk5Xg+zbojQfy0bAiIUkCYVVmY+flPSy65fIXj8yQrRgI\ngoAkCvzawSG+emSJiCIR1WQ8z+fp2QobO2wSIZlc1WJbd5Q3bM4wkNI4k9f556PLgZfU8RjJhJgt\n6RxdrJIIyfzu3aNkouekspIocGA4xQPjBZp2kDAaVsS21+9/HVpgvmxQ0m18X8D1PfYNJUlFFDoi\nKnOlJnOlJumoSiQU5lfv6OMjBwbwHItKpUK5XKZaXeT0iSWey3sczrpYjshCucmp5Rq24xENyRxd\nqFI1bCzX54P7+nj7jlVfkI8si1iOh+0Fk9TZUhNVFGlYLr/3jZOtFGSZpWrgdSw3nVbFCpRaHkTd\ncinpFieydXQrkGeHFBlFEulLasRCMmFZoKTbgI/n+SzUTHw/kHQLgkDVcJgu6Pi+T28ixAf29bGj\nN8af/niasytNHM/HsFw8QPPg8ekyqZBMTQ8k0IIg8Htv28xwJhyE/BR1js5X+OqRJWKaRCaqYtgu\nXz68yO9lNl0g734t4nokkpdCKBSit7f3AjlstVqlXC635bDRaLSdDvti5bA/72E76x7JANeiT/Ny\n++PliPz3vvc99u/ff8kH8qsVPAD33HMPv/mbv0mhUGh3vq7jpeG1fRZfx1W7iF3Li6FhGIyNjbVJ\n07UKB7ieAoVW4fs+i4uLzMzMvOyOzFWP5NWGKots7YlxerlOR0yjbjhEVZnTy3UyEbUdv285HqMd\nEQ5syHAyW2Wm2GTfYJJUVGWpajByXn+k5weVBquQRYGVms6TTz7Z9kIePnz4mj3UmC8bPDVTYnNL\nopetGHz/eI4P7u9HlkSWqyaW63PH5suXsq+ipNsoUtCfqMkCm9IS+bpJtmogiQLDmRCO6yGJEtmy\njmRW+NOHysw1NXw8ig0TAQHDcinpNkdmy0iiwGS+zgf29V8kAX4hXNenWLeYLzepG05AmggSSj3P\nByFYhmzFxHUDj90dm9IUGzb7BhO8ZVtnQCaaFofnK7ieT65qYToesytN/p/vTfJf3rOtLUtMhhVq\npoPl+tQNh6rptP156ciFnr7V88uxhSrZislgq/+w0rT556PLNCyHgWTwWn8qRE/JIFsxmS7oVAyH\nVETmh+N59g4kuGdnFyFF4shc4Mn90XidhbKJIAg0LJPPPz7HTUNJYqFzy5CtGtyxMU3FcKgYDq7n\ns6kzQkSRWawYCAhEVImG6eK4PpP5BgdGUqiyyA29cTZ0hHE8n7u2dPC27Z2BN1EOEQqF2jcqjuNw\n/9efoz8SdFXmGn6rAuYc2YtrMqoEP51a4dbRFMmwwk1DSb5zIkcqrGA5Pmar7iOiSjQsB8cDwQ+m\nmIokUGrYKIrITEHH84Pal4/d3M/fPjHPkfkqluPjez6G42O7Dhs6wsyVDaKazFy5iSwKLNcsgtll\n0EtZbjqkIwqW49HTejiwiu29cT591wa+cjjLVLGBQJDUuqUrGuxrpsv7hm3efNs2UmEFVRZxPJ8v\nPDnP2FLgw53IN3jD5gyu5zNfNpgu6PzZT6b5324euOKDh+sdrxUi+ULIskwmkyGTCbzul6pmUFW1\nHeBzKTnsa/W7X02sTyQDrCWR9DzvZe1nX/rSly4ra11aWqKnpwdBEDh06BCe57Wl4et46Vgnkuu4\nZvB9n7m5Oebm5ti2bds1f/pzvRHJZrPJiRMnCIfDr6gjc9UjuRb4wI39/OBEjjOFBv2pEPfs6uGr\nhxdw3HNPomVJYN9wiv3DKRzX4+vPZZlYrqM7TTqjKndtPUeOB1NhwopEoW6iyiJTCzl2JF327t3X\n9kKu1YT1UtAtF7nVsQjgekEM6GqyaiIss1w1rvAJ59Ad17Bb078g4ETkfbt7uXNrD4mQzKnlOt94\nbpFqoULYqSHH0iRljVijSkiVKDUsbM9rl94nwsG0VPFEHjpV4OO3D1/0O8cWqzw0UaBpuSyUDTzf\nJ181qBjB/iCJQT2Q7YEieiyWTZLhYOqXr5vs7U9wQ9+FEkPfB9P2qTRtLM9Dk0VMx+NEtsZ3j+f4\n0P4gi/V9e3v4b9+fDCoqPJ+m7fK5R88ymI7wpi2ZS1Y1GI7H+YG3mixiuUFSZ75u0hXTMGyPDZkw\n3XGFbxxdJiSLTOR17tiY5thijQMjSW4eSXHzSIoj8xX+6tFZopqELAYE5nSuwfhyg5tHUkAQPHRy\nqc6xhRoRVWZLd4SG5fLUTJlTuQa+H8g0zabbTuM9k9cZzoTxfBhIhfjUG0YuKdU9ka3x41NFPN/n\n4MY0YU1FFlX6O8CVDCzbYTAuMVE0MQ2TjOKyozuCbTssVQ3OFHQenVqhrNvMFHW2dkVYKBsYjodh\n01ovFqIANdMl3Ap9ChHIzBMhGcfzuKE3ySduH2T62zo108XzBDwh6LG0HI+oKpOtGDw0UaLUtFEl\nsRXA5JBvBJNszw+qOH7ljovDK3YPJNg9kEC3XP7r9yfoa/kZhzMRshUDTRbojmvMrjSZLweS6mOL\nVQbTITwfzhQaHJ2v0pPQmCrorQRjn799Yo7fumvDBZPuVXi+z5G5KpP5BumIwhs2Za67EJ7XC5m6\nVDXDajpsPp9vy2ETiUR7ainL8s89iXJd9yWph16vWEsiqev6S85JaDQa/OhHP+Jzn/tc+7XPfvaz\nAHzqU5/i/vvv5y//8i+RZZlwOMx99933ujiOXy2sE8l1XBPU63XGxsZIJBKviDS9EqzV5O6lYpVQ\nz8/Ps3379vZT4ZeLtSReIUXivS+o7rhjUwdfP7KI6QQpoDFNZnMrxVOWRD50Y3+7v6675a9cRSKs\n8LFbBnng2DyTZ+d406Zu3nlgG9J5vYrXkkgOJENoskRZt4mHZJp2cNMttS4qpYbN3sEXV0WwqSvK\nXZs7ePRMEUEQ6ItJvHVbB6l4cJO8oyeMP2TieDLbtt3G//vANAOJEGXdZrakUzMcRBF6ExpVw6Zh\nOhTqAndsylAzLw7Cmliu8fdPzpIIyUwVGsyWDA5uzJAMdfKd48vA+Te6PtGQiiAEKadNx2MgFeJU\nrnERkYxpMhs7wzwxZYIQJKKGVYmQEsg1V5EKK3TGVYbTYcaWa8RdiabtkQhJ/Ph0kc1d0XbP7epF\nOngtCNZRJYFc3eJdO7q4eSTFF59ZZLFioMoi+wbj/NVjszTMgAiZTkAqNndFsJxzDzEaZpA8uvog\nQBKCJFfbPbf/PHiqQFl3kCURw3E5dLaEKkncPJwkHVWZzDdYLJtBCqostgJ94PHpEnv643z4xuFL\nksiJXJ1/eGqBREhGFOD+w1m2pmRO5U0sRwTfpz8V4Ya+GHljheF0mB09YZrNJvMrdY4eO8GDcy4N\nT6ZugeX6HJ6vcWAojuUJ9Cc0TNcjWzXZ1BHGcD1yNY+NHRG298aQJRFVFvjRyQK3bkgzkongtnyP\njiDgmT6aLBILySzXLLZ1RdncFWGh0mSmaBB3gmnK5o4Isixy15YM77yhi6EXTL5t12OhbFBpOoSV\noH90uqC3fNBKq/cRnjlb5guH5vH9oDLGtD0G02EkEXb2xxnP1pnMN5BFkT39CTpiKotlg9kV/ZJE\n8sGTBX54skBUFTFtn7GlOr9x5wjaFcKuroRczSRbNbEcj8OzFXL1QEL+C7t7XjZBfb0QyUshFLp4\n4l6tVqlUKiwuLmKaJpZlMT8/TzKZJBaLvW7XxeWwLm0NsJZEsl6vv2QiGY1GKRaLF7z2qU99qv3n\nT3/603z605++Ksu3jnUi+ZrH1T5xX+0Lo+d5TE9Pk8vl2LFjB8nkq9cPtpaTuxeLRqPBiRMn2oT6\nakVmX0uCvHcwiSaJjC3VCCsSt46mSZxXTyCKQnti8UJ4nkdxYYZRscx73nPgkhcIURSvmfcmFpL5\nrTeN8o9PzZGrmewfSjKSiXB4rgwIjGTCvO0SlRiXQt10yFZNPB+iisS2brV905vP5zl9+nTbD+z7\nPomwQtWw2dYTI6ZJHDLKDKZDDKRCHJmr4HrQl9BwPP+SRfBH5quEFIlEWEGWREKSwGLF4IbeOPGQ\njCgIhFUJ3/NwEfjA3j6enSsjiyLD6RAhWSRXM/n/Hp5BkUXeuaOLoXQYVRb5V7cNcWqpTsUI0ngz\nEQXHg41d50iG4wVEpTuhcXSxSkSVaZguAoGcs9y8kPzqlsvDE0VsN5gajqRDvHNHF2/Z3oUsCvzW\nG0do2h6qJPBbXzlOoeEAfture3ZFJ6SI/OBknl29MW4dTbO1J0o6olDSHWRJwHZ9UhGFPQPnPDDH\nFmoMpcP0p0LMl5oUGgKKGNSECILAbRvSfG8sj+m4aAjEtSA0JhFW6IppfHcsz6/dMXzRefF4Nkjf\nXfX5OZ5Pw7L4wM4kC1aYbx1bQpWDMJvRTAgPmCyaxDSFd+0fpT+p8UBuhkq5ScOw0Z2gF/PIXJkb\nusIcmWtSNT06IwpzpSaSJBJWRGKa3K7TMR0Ps3VOi6gSb97awXdP5BDFwH9qOEHCqu365BsWm1yf\nW0bSlBp54iGJTExFk0Q+fuvgJbsbx5dq/PlDM5zONVAkge6YRrlpYzpeu7fz1w4OkdarfPnZRTqi\nwT4f0ySemimTq5l0x1WalkdXTGW+bOC4LrodLLPn+2iXCJLy/CBFuC+htutqshWTmaLOtp6XXgs1\nvlTjC08t4HgexxfrxEMSN/TEeHyqRKlh86k7L96+EPjEjy3WqBo2A8nQBbU38Pomki/EC+Wwpmly\n7NgxAGZnZy+Qw66mw16PeQRXE+vS1gBreRw0Gg3i8dd+MNfrGa/vo3wdLwlXO4ymXC4zPj5Od3c3\nt95666t+wn01pa2+7zMzM0M2m2XHjh2kUqmr9tnXctK6KgXd3hdne99LO7mXy2WOHT/B0ODAFRNZ\nr3Xw03Amwv/5rm0XvHb39i4czycRkl/0BfLbR5eYKzUZSodpWC4/mbXYtVWnfOYMlmVdUOUiCAK/\ndPMgX3hylqWaiSQKfOSmfo4u1oiHFG7ojXF8sU4sJHPHpg7euOUqj4e1AAAgAElEQVRi/4Ymi7gt\niXF3TGW6oLeDdTZ3R1muBlM2z5f5wL4+PnBjP03HRbc8fN+jpFs8PlVCN11cfL7xXJY///AuOqIq\nO/vi/NH7t/MnD05TbNh4wBu3ZHjXznPBBcmwzGAqxELJIKJKFBs2HVEFWRTwfOiIKowZPkcXqqQi\nKg+eKjC2VKc3rhHTZAQB7tiYQRbPhTlFVIljC1XO5HUkISCqTdvHsH1k0UMSBRZLBqeW6pSbDu/a\n2c1/vncrf/LjKcpNh2RY4ffftYWYdu4clgjLzJcMDNsjV7PQLRefYFIZDynENInd/TF8P+iFPLXc\nwAN6EiG64xrZikHT9tpTK9/3eepsmQfG82SrJrv743TGNHTbJaz4JDSJIysW3fEQpaZNTJMQQzKV\npoPhuKRCQUjV3z45z5liE910EQSJkBpMU6MqHF3SkQQISXA6bxJTRd64OYOPyNOzFTqiTeIhhUrT\n5t5d3e3v+tGb+hlfqpOtGEQUgaiqsHcwycyKTkV3OFPQ6YwqvG17J1t7oliuz96B+CUfVFSaNv/z\niXnmywYxTcb3faYKDSKqxN7BJK7vM1PQmcg3cAUf0/XJtIK5kmGFwVSIWsuParkeUU3mxqEEx7N1\njsxVaFoOO/ri3HAJYuj7gbf3/GPP5/IPl+bLTR44GYQp3Tyc5KbhZPu9vu/z1cNLwXp3PCQhqEWx\nXZ/+hMap5ToNy71gn4GAzP79k3Mcnq8iIuDj85Gb+nnDpnMKEt/3X/Xr2qsF3/dRVZXBwcG2HNY0\nTSqVCoVCgampKSCQw66Sy1DotVfxciWs13+cw1oRyXq9/nPfKX69Y51IrqMNWZZxHOcVE0nHcZiY\nmKBWq7F79+7r5iTwahHJWq3G2NgYmUyG22677apfeNZi0up5PodmSpxarpEIKdw6mubhiSITuTqi\nAG/e2vWiAmiCz/L4/lPH+clEiVSmix0xld4B77KVFtd6wnopRLWXdgzYrsfZFZ2BVohMTJOxHIfH\njxznjt2b6e/vZzxb44fjQfXJxs4ob9zSwe++ZTNl3SaqScQ1me8eX+Ynp/MIgsBvv3kj79zZ0/bt\nvRC3b8xwZK7MQslAEGBjZ4TuhIbn+/z2mzbRnw5zthjIBjd3B8fgr985yunlOq7n8rmHZyg17SCI\nB1ismPzmfUe5dTSDKAi8f28vn/vYHrJVg5AsXdTzJwpBjcMDJ/OEFJEzBZ1EWGZFd7hnZze5msU/\nT9qkV5Yo1C0WKwY3DiZQZZGMLLJUNVgoG2zvPXd+eHK6xH/+7mlKutUiEx6yGPyuzV1RRjsi1AyH\nbMXkzx+eoVC3+MC+Xv7sF3fxz88vUdIdTmRrjGTC7W347l09/PlD0xxbrKLKAt3xIDl0oWJiOT6F\nOrxxU5o3bungG88vYzgeW7ujbMiEMR0XSRIukLY+M1vhq89mSUcU5ismT0yX6YgqrOg2/TGRZxd0\n+jMxNnVGGfE9Hp0qEVEkdvUHU9KJXJ37jyxx41CSkCzy8EQR3XaRNLnV+SlguQ7pqAr4CKZFzfR4\ndLKIIoIqCyhOk2rDYXNXnN19wfrzfZ/vj+eRRJHBdJipgk5YEemMqSRaqbENw+G2DSneu6eHZPjK\n3q5iw8ZxPVzPR1NFBEHE8YNtYdgu82UjqHJZqnHSdBgd0Jgvm3TGFBqWS28ixH94e5DM+vvfPk1U\nk1AkkRuHkkznG9w6muYj+/svKRuWRIE3bMzw0ESReEiiaXl0RlWGMxfXQ+VqJp95eAZ8AUUS+Iel\nOrbnc/toGgDXDx6AJRMqVit0SiCYILteEIikSBcvw9mVJs8t1BhIBuFDluPx9eeWuG003X748WKC\nQFY90683XGoap2ka3d3ddHcHDzdc122nw2azWSzLIhqNtonla10Ouy5tXXu8HGnrOq4t1onkaxxX\n8yR8NYjWqoRveHiY7du3X1cXiWtNJM+X9e7cufOCyOmribUgXg+dLvDjU3limsRErs4PxpbpimmM\ndAQ+rB+M5+g5j6BcDpVKhZ8+e4wnihrbN42gSSITy3VCssi7dvVes++z1pDFoAKjablossDS8jK6\nYdOIDPF0XiBWzfPgyTwNy2GmoPPUTIlHzxT5xf39F6yHd+/p5Z5dwdTvUgTStF3ydQvH9ZgvB+m4\ntuvREdXYNZCgO36h12y1ZmUVmajKbRszuK7LH37/NLbrEW4RestxKTZsMpEgRflrz2X57TeNsrHj\n8hfxiCrxC3talQJeENATkkUUSeSPfjRJQoNsJajWyNUsnp6tsGcgQXdMxfO4gEScXKrxb78+RsN0\n22FHkghhVWZzV4RURMF0PI7MVwFQJIET2RpN26VuuuRqJsmwwtOzFfJ1i0/dOYIoCAykQvzKwWH+\n9MdTdMU1FFHg8FyF3oTGvoEEcU1iuW6xeyDB7Rsz/HAsx6NTZZZb1Rgf3NeLLArMlZp87cgSj0+t\noMoiu/sT3L4hxfFslZWGzYHhJKJr8nxWZ6bYpCOq8vTZMtlKMBnuS2p0RDV8ggcPkijQkwjkvQ9P\nrBBRJdJhFc/38Aik0rIoYLVOWdGI1pYjn8hb1Mwmz86W+eHxef71gQ460wm+fXSZqCYhCgIRVWS5\nalHRLXyC6pl7dnXzgX29KJKI7Xp889gyz85WiKoSH7qx7wLZaCIkAwLJcDBNVSUBVRKwXJ9y08b1\nfMKKxIZMhIWlOsOZCOnW5NlyPW7fkG5tJ5GeuEq2apKJqoQVkUxUZf9g8rJdowDv2NFFMiwzkWuQ\njiq8aUtHe189HyeydSzHpz8Z7PuyKPDTyZU2kZRFgS3dESbzOt1xlWRIZrlm0jBdmrbLu3d1X9J3\nadoekiC0r2GKJOB6PrbrIYvnptOXu8YtVgw+//gc2YpBfzLEJw8OXfQw5rWMFyNnlCSJdDpNOp1u\nv2c1HXZVDqsoygXpsK8lOey6tHXt0Wg0rpthxDoujdfOEbuONYcsyy+baFmWxcmTJ3Fdl5tuuum6\nlLBcS49kpVJhbGzsmsh614J4PTG1Aj48N1fFB+ZXdPYMJelJhAirEqokslQ1L0skPc9jYmKCcrlM\nz/AWEnaVUKtDsTsedAFeDqsBLa82FssGcyWdsCKxoy/e9mpdCoIgcO/uHr74xDSFYpFQJEYTlWOL\nOvGyx5lCg5AistKwSYQVop6P4/o8emaFmzek2543uDSBBMjXTP7msbMU6ybjS3WSYZmRTAQf+MTt\nwxeRyJ+Fbd1RpopNXM9vSwnDqozr+W0ZZ7Fh0Rm7fD3PUtXkyekStuuxfyjZ9pDVDAfPg6ZNq75D\nxXR9HNfj2EKNbT1RRjJhfnK6wPdOeNw4lOCfn1+ibrrIrcJ7xwumObsHE/yHt23kbx6b4yenChR1\nC0UU2dUfpy+pcWKpjtwijKbjUqybnFisIYsCH9jXi255NEwHQYClqkEipGA6LnFNPtdj2Oq0BHj7\njm5u6ItTMxw6Yyrdca0l85xDlQJPZLZqcnK5zp6BBGFVJuVBIqRQb5hkwhIzFYtvH1s+N/UiIK8H\nR9P4PsQ1CdN2A1JmOLx/Xy839MaZLemYtsdS1aRuOHh+0BXp+YAPVstHma07dMU0kmGZqmHz1ZM6\nol9lsWzRMMGGYD0CR+YrOJ5Ab1zj0NkylabDJw8O8c1jy/z4VIHumEbDdPnLn57l379tU5vsdMZU\n3r+3h68ezqJbLjXTZWdfnB19MZ6aLiOKtIi4jEAQUGQ5HnFNJhGSmSzo/MmD0/ynd23mowf6+YtH\nzrJcNfF8n9tGU9zQd+7coVsuDdMhFVHa00HL9djQEWH3QKJFai8NSbhQ9ur5XDQB/MhN/dx/OMup\nXINd/XE+0teHJksMpkPs6L30OWwwHSKsBsdsTAuk29t6ooTOI52XI1Om4/GZh2YwHY++hMaKbvMX\nD8/wB/dsvSJ5fi3h5ZAoQRCIxWLEYjEGBgaAc3LYYrHI1NRU4B9vyWFTqdR1eS+xinVp69p3ia4T\nyesf60RyHW1IkoTjXJwOeSX4vk82m2V6erodJHK9QpIkbNte09/hui5nzpyhVCpdM1nvWngkTcdj\nfLlOIiRTNx3qtsvh2TJl3WZnf7wdanIplMtlxsbG2r2QUwUdz6+0b7rqZkAsLodrMZFcrpqUmzap\nsELPJRIjxxar/M1jZ/H8gGTd0BfnV+8YuSyZdF0XZ2WBg5kGXXt3UmjCfY+foj+lEdICIjK2VCOq\nyUiigOl4xEMiogBN+8V9168dWaRpOUGqKC2y1rqIf/vYEtsu4XM7H74f+BVPLdWIqCIfv2WQZ2Yr\nlJsOsigSlkU6IgqaIuK4Hp7PFeWPuZrJXz0arCNJFHhuvsrHbx1shwf1JDSmF31838ewA2/gps4I\nubrF+/b28oPxPCXdpmm7/HA8T6EeyFlpSQ19z0MSRf73uzbQFQ/h+j6JsIxue0QUgULDQrc9qk2b\nuVKTsWyNctPGcDzw4X89NcdDpwsMZSLMlQzydQtFBMdrBpLPuEaxYWG6Pm8+b9q10rAo1C0kUWgT\nzaWqie0E2ymqyQgYLFYM0mGZTDjwhTqtpNiQBI4bJBprrXAc1/No2kEC6y/u78O0XT776CyG7aLK\nQfDLm7d2IImdnMjWOLlUZ3pFJ1+zCSkirg97BxJMFXQWKsE2rxg2jhd4N8smDKaipA2Jshkk67p+\nEHq0VLG4fUClJyWiqRKnc3Umcg2ena3QHQtSlVVZpGo6TBX0NpH0/eAYP7gpjSZ1cMemNN2tjsl7\nd+l8/rE5JBFWdBvb89nVF+fPTs7Qmwh+JqrJ5GomsyWDrd1R/uPbN7NUNVFlgYFkqE3Anpha4SuH\ns/hAXJP5jTeOYDken330LE3bxbQ9PnRjH2/dfunQqz0DCR48VSBbMTCdYFK/uz/OkblKO0Aopsn8\n8u1DLykUJKbJfPquDXz52UUKdYv9Qwk+dGPfhb7Ny3xesWFRN532w51MRCFXMyk2rMsGkb3WcLWm\ncZeTw1YqFU6dOoVpmkQikTaxjEaj1w15W59Irv06WCeS1z/WieRrHK+mtLXZbDI2Noamadxyyy3X\nfZ+SJEkYxovrBHw5KJVKjI+PtwnUtZL1iqJ41QnynsEEz8yWQPA5W2gQkoIkVcv1ODRd4qM3D14U\n0OG6LpOTk5TLZfbu3dv2NWzoiLCrP85YtoYoCGiyyNtuCG4aDNvl5FId1/fZ1h0jFpLXnEgemi7x\n7WNLCEIQ6vGePb3c3JLhreIrh4Nah2grZORktsbpXJ0dfRfLk/PFEl/96TFsNcGejZvYPtDByeVa\nq4oiuOmPaTICYDsey9WgHD4TVYlpMl1XmPidj2zFIBVWWLQMBDEgkodny4QUidPLDT58oHmRlPV8\nPDG1wndPLBPXZAzLYUwR+c/v3sY/PDVPpemwqSuCIAjkWpLOd+7oumQtwyqeX6hiuz59LUlhuWnz\n2JkS23piPD1bYaagk296NFyb7pjIjv44hu1y765uREHAdX2iqsTRxWC/EFr3IrYHjhekgm7qDLOp\nM8KKbtOwXG4eSXEq12C5alIzXSZyDVzPZzAV5kyhQd3yEIGwKtJ0faYKTXoSWmsCKVLSHdIRmbAs\n8cF9vTQsl8FUqJ3ymq0Y/O2T85i2B/h0xTU+efsQYUVkutikYtiIgoDjBqm7793by77BBM/MVvja\nkSxncg1KrT5KQQw8exFNwnYEOqMq//5tGxnJRPni0wts7oyQiamoksjYUp3n5ivcNJxitCNCWJUw\nbZ/+lIbpeNiux+G5Co7nE9ckDNtFJJC/SqJIR1RGk0Uiqtju6Qzk1iJ1y0VUQ+BDpVqhVLUYO2ng\nmVAXFNKxUEsFACHl3A3h98byfH8sjyIJ2I5HoWHxKweHkQQY7YjwyYNDPDVdwvU8tqgKPzpVYCLf\nYKVhsakriioJePhtP2FEldjYeWG1yFLV5L5ns2QiCqosUtJt/vqxWWzXx3Y8FkomTdvlj354hrrh\n8N69vRedV1MRhd958yjfOrbMt47l6IqpGI7HXz82x6/eAfvPS6N9qefk/mSI371742X//XJEMqpK\neK0amlUZsddaB68XvNyi+J+FK8lh5+bmqNfrbTns6n+vlhx23SO5ttUfEHgkX2lF2jrWFutEch1t\nvFhpq+/7zM7OsrCwwLZt2+joeHGhK6821sojuRouVK/X2bdvH5FI5Ge/6SriahCvpuXyo/EcU4UG\nnTGNA8MpNndGmSo0EBDQFBEfSEcUOqIK79jRc4F87IVTyPNvMCRR4N5dvewfTmE5Hl2t1M664fBf\nv3eKbMUAIegl/E/3bFtTIjldaPCXj0wRVSWG0hGimsR3ji9zQ1/8gtTGhunSEQ0IntDySb1wcuh5\nHhOTk9x3eIkScZKSxndOLDNXbvL+vX1EVJFc3aKcN5le0elLhAgrEvGwhO8LlBsWqizy5WcWeM+e\nXjLRc4SypFvUDKf9Ws1w6E1ozJcMMlEVy/WoNG0G02F8BPpSGl88NMfvvW3LZaWxj04WcV2PyVwD\nVQ5I7tmVJq4HiiySCsv86h0j1EyHqCqTPm/iXGxYzK40kUWBzd1RwoqEH+SWtBG0VfqML9X4zEMz\nKBJ0hgU6lRBRTSEZkrl9NMVbtnXyzNkyS1WD6aJL3XBIhWX6EiHwm9RMD1EATRLZM5jAdgMvnkBQ\n77GtO6j8yNdM9gzEOTJXpSuuslQ1qDZdJDG4YQ+SOT381vtKDQvPh2rTZsE0+cFYnv/4js0XTF1/\nfKqIKASyRs/3eX6+ymcemqY/qVHSraDyRJFQFYlESObWDSlCisRdWzp4ZKLIyaxPVBFoOK1qDsej\n2HDwCf7+Rz84w7976yYWKsF2jLSmoJokslyzgGDZ37unl9lSE00W6Yiq9MQ1xpdrCAgMpkOMZevM\nlw1cF3b0xfjoTf186ZnFgMC2vktIEXG8oIqm4QgMRqN4SojekMdtu/vpWy7x+aeyZIsVBCGouunX\nLGzbxhMkHjhZIBNRWGlYZKsGUwWdvmSId+/qRhAENnZG2NgZQTcs/q/754glLbZ0Rjidb1AzXQZS\nGjv74pcMyFlFoR5851W5ZzqiMLfSRJIECnUL2wt6an1svn0ijyJLdMYUtnRFLzheMlGVWEimL6XR\nE19NRnZ4ZKJ4AZG82rgckUyGFd63t5dvPL/UliZ/cF/vzww4ei3hWiXWXkkOu7KywszMDJ7nXZQO\ney0e5K5LW68NkRweHl6zz1/HK8c6kXwd4Gp5yl6MtHU1gTSVSl21HsRrhbUgksVikZMnT76q4UJX\nQ9r6tSMLremOx6GZEg+ezHPHxgxn8g1CqoQkCgylwxTqFlu6oiTCwanjclPIF0IUhXai6Sp+OJ5j\noWy0pV65msHXD2d5+/DaeCTzNZO/fnSGXM0ipkks10z2D6XwfZ/mC+L/9w4mePpsmd54UOsgSwLD\nrWlf03JZqVSZmRhHS3ZSVzJsSAU3LumIz/HFKu/e3csv7kzwxBJMrdS5cSjFSCaCbjnYrh8QobpF\nRzToCPzCk3P85l2jqLLIY5NF/un5LAKgWw4xTSYeVrAcD1GEquHQE9PwXJ9ESKE3oVEzHX44liNf\nM3n37l7u2tp50b44X24ylQ+K5G3XY6HUJB1RiWoSkgA/mSgxkArz0QMDF7xvsWLwd0/OYTk+Pj49\n8RC/fNsgewcSPD5VYqFsMFdqUm46HBxN8Wc/mWahpIMgUm16xMMmMc3l02/awM6+OL7v8+PTRU4u\nN3A8H8cLpK9v3taJ6XiEVZetXVEG02GqTYdTy3VSEYW9A3EemyohIDC9ohOSBL5zLIft+hTrFgJB\nOI8gBIEwjuuiSCLJcDBVNh0PURBoWD4xTeJEts7fPzXPb9w50vblNSy37YE7NFPmTKHBYsWgbjo0\nzMBXie+zeyCO6QSfGVIkinWTows16paHLArYLZkrqzUWBDfeU8Um//2Hk+wbSjG7UmMkHQKC5V0N\niwHY1BVhJBNBlQV0y+NMQWdPfwJVDqSpm7si9CU09g8l+fitA4hiQDi/9MwCZ/INDMenabtEFZm7\ntmTY0RdnIt8gocncdkMa3ZW4YUMfdzdknj1bJh2R+dCOOHqtytH5ORqWy/KKy4mmT9nwEIRgwvlP\nz2Xpiqvcdt4EP5AYw0hMpSOqkGz1Xr5ndw/37OxuTyQvhVRYotgwWKoaqJJIOqrSEVMAgYlcg0RI\nxvUDj+l8qcl9zyyQiiiEFYnfefMoA6lzMlGpNVVdhXcN0lKvJJV96/ZOtnZHydctumJB4qzvB/v7\npVJiX2t4NWWdV5LDLi8vYxjGRemwa7Gs69LWtSeS69LW6x/rRHIdbVyJaHmex5kzZygUCmuaQLqW\nuJpeQtu22/6NVztc6JWGCDWtQCIoCXBiqU5IkVhpWDw3X2ZLT4xUWGEy3whSDEWBD+4fQJHEK04h\nXwyKdfOC4ImwIlFomIhieE0mks/PV5AFgVREwfd9JF9gfKnG7oHkRZOCD+0fQBQFji1USYQUfvn2\nAbriGo9NFvjWs1PoDZ1dG/t5R+8A4qnpF/wmAdMOCMYtw2GKptAmy1FN5ky+juG4DLaIdVdMJVs1\nWGlYyJLAPz2fbctdHz9TR5IE3rWzB8vxKDdtfuONw1iuz+d+Ok1nVOPsis5krkFXXCMTVfn6c1mS\nYYWZFZ3Ty3U6Yxq/sKcXz6Mt5wXaJG7VB2i5QT/iR27qv2BbPniqgCKKdKeCdTRfbnJ8scaNQwlu\nHErwt0/MYdoem7oiPDxRotCwEAQfUfDQJDAsl/5kiPuPZLmhN8ZcqckjkysMZ8I0bY98zaBmeTw/\nV8VwPG7fkKI7EayvquHwxHSJk8sNRCHo9qsZDtt7opxdaRJWJRzDacmug+8iIOC4Lpoi0RFVOTRd\nRpGDVF3X90mGFSKqhCaLFOqBH3J1++zqj/G9sTwLZYPxpTqSKFDSbXyCqbSiiHg+LJQN9g0m2+tu\nRbcpNy1kEXzfw/eDKdTqWvSBFd0hrnk8O2eRr9vYrsd0QcdyPXoTISpNu01MuuMad27O8D9+Mo3r\n+YQUkf6kxu+8eYinz1ZYqhqMZMLcvjHTnkD3JjQqTYdbRtKUmzaFukVvUuPfvmUj6aiK5/t85XCW\nrx7OYtgui+Umjg+qJHJ2Beq2xx+8ayub1cBL/pnjz1EzDXwviLKxPJB8h0dOLnPrSKq9j2iSgMe5\nmovuuIoowFu2dV42WMb3fX5yusgXn1lgZsXE933CcjDB/2+/sJ2umMqJpRrlpoMmi6QjCosVk4F0\nmERIpli3+NaxZT5150j7M28fTfPTMyssVy1EMViet99waV/l1cLPIhLDmXB7IvvUTImvHs5iOR67\n+uP8i1sGX9NS17WStr4cXEoOq+s6lUqF+fn5NZXDrhPJdSL58451IrmONmRZxjTNi15f9f719fWt\neQLpWuJqpbbmcjkmJiYYHR2lr6/vVb+YvlIpqO0GKZHZchNRDCL+VVls9b5JIAjsGUhQaTrcOJRk\nQybEqVOnqFQqV5xC/izs6E/w8EQR2w0mRVXDYc9AAlF0X9F2aphOK9RDZDB1TuLk+iBJAjcOJTm6\nUKXUsOiKa3z8tqGLbnhDisTHbh6Cm8+9Nj5X4EuPnGCoI8r2oVGWaybPnq2wrSfO+FKNqCbRMF0U\nSeC///A0RqPOYCaK48nolktElViummzqjJGrmzhe4B9zPb9dhbHSsBBbYTO6FUxCXR9sNyAYhbrF\ndEHn5g1pPnzTAF8/sshMUScRktnRF0eRRFRJ5ItPz+P5Ph0Rlcl8nc8+Mk13QkORBHTLRZUFmpaL\nbrng+zgtchlR5PYEbRXBz59bP7Io0rRdfjCW56mZMgCJsMLpvI4kBFNBWRSpmy6aFKzzHb0x6qaL\n7QYVIbbjUjMCMiuJIpLnEdFEZFmg0LBJRoKuR6flDdzQEQkeXugWU4VggrZQNhCFYFvt7I8zWzLQ\nRAFEgflyINmVRAFJCfblDekwJ3ONYGLo+ezqjmK7F06HbhtN43jwPx6aDio7EhqlpoNuucRDMlFF\notoKUfnk7UOIq2RKloipEqWGw/l7rv+CP1fNwMMpCEEqqel4HBhOtR4ALJMMK+wbDKSYp5br3DSc\nJKbJyKLQJrdv3d4Z7M+ez0xRp1C38AgSU3XLoScRCra1rHN8scaH/uZZ9gwk+NjNAzw1XaLStFmq\nBr2eAAMpDQGBo/M1Ti/X2TeURJBkBjNRPAQWKyYRVUJpkbNGvcbTTz+Npmkkk0mi0Sg3dctMVgzE\n1lTwnTu7ziXinoeq4TCZbzCZa/Do1ArVpkN3TEW3PYZSGiFFomo43DSc5M9/cRefe/QsuuWSrZj0\nJlTimtQ6PkUqzQvVMz0Jjd976yYeO7OC7fncMpK6yJN5tfFiw3tmijr/eGiBjqiKGhE4tljj/iNZ\nPn7r4Jou31riWklbXw4EQSAajRKNRunv7weCZPlKpUKpVHpV5bCvN6y1vHedSF7/WCeSrwNcTWnr\n+TfwjuNw+vRpGo3Gq+L9u9p4pdLW8ytODhw4gKa9tLqFtcIrIZKW43HfMwv4vk+xYWG7Hg3LYVtP\nnIgic/vGDBFNZqli0J8KsTUlcOjQIfr7+7n55ptf0YX34MYMuZrJt44u4fk+79jRzTt39pBbXnrZ\n4UG5msnnH5uhYbq4vs/ewSQfbk0X9w4keHJqBdN22dEbo2o4/KvbhulJXHmavOoJPnT8LJ0daXq7\nUwBkIioLlSa/fucoj0wUWKwY5KoG3z+RI6JKeI6Dg8HOoQwNy6OkW2zoiPKRAwMcmS3zwMl8+9i9\nc3MHmaja8hwKNO2A7NmujyoLWK7Lo5NFaoZDvmbw5WdV/uWtQ/y7t27hi0/PcSbfaPkWfUzbpWLY\n7BtMIggCYVVivtwkLEscXagit6ZGewfiZKsmyzULRQomXm/Z3tEmR6vY1RfnB+N5ZFHDdj0cz6c3\nofHQRJH+hMbpXIOIIjJfcuiJq1RFgZgmYzo+kuCxsyeKboHiIOcAACAASURBVLuMdITRZBHb8TFd\naNoOru9jOR4JTWLvYJJK08bzgtTTctOm0AgSWauGy//P3ntH23Xf152f08/t5fUGPPRKEiAEgk2U\nqGa12JEsKdbIJa4zcZxk4nHcJhl7OSuzVuyJs+xkPBnbsiQnsseSLVsWJatQFEmJIMUKEIXAA17v\n5fZy+vnNH7+LC4AEKZIiSALC/ouLvO/xnPPOOfe3f3t/975pOEPC1PEjwcnlBqam4oUytXWl5lFt\nB9w+nsfUVaY22iAEGUtHIKi0Au7d2UM+afLkfJW0rlNpB9yzveeyehNVUbhne5FHJsucX29RagWY\nmkIljOlLm9wymqXmhvwvd28mZclE44ShEcUxrSBGU8FQwI/gxZ5IS1dQOzO3QRh3+i91kobKqeUm\nt4xkURRJ+BOG1iW6WocgPzWnkrE0Hp+t8sRslYk1WaUzmDUpNQN6UiaVdsCJxQYgbbzHF+tU2gGG\nprJS97ENpXNvS6V0MGPSdkNKLTmzOF9xWK17NL2oQyIVQiGwbJt3HxyhJ2uRMwWh02R9fZ3dKYfh\ntEJsJBnry3HT5ouOlSgWLNddSs2Azz21RNOPWKw6uEFM0tIBQdJQcYKYlKV3w4JG8jb/7n072Gj6\nzJXb/PfHl3CDGF1TqLRD7tn+wgCOwazFjx4cesnn+bXEyyWScxWZpHuhr7IvbfLcSvOqHtvVxrVm\n6zRNk76+Pvr6pEodRRGNRoNarca5c+dwHOeydNirZYe93nC1A4duEMk3P24QyRvo4tKwnQuq2+bN\nm9mzZ891sVP3/RDJlZUVJicn35QVJ9+PZXeh6rBQdXjL5gK9aZOn5qpEsZzhs0yNt4wXKKbM7izk\n1OT3p0JeCkVR+NCBYX7k5iEEF7vfVFV91Rsjf398mSAUDOVshBA8M1flpuEs+4azDOZsfvauzTw6\nVSaMBYc25dg58NKVGe12m1OnTpHJZLjj0AHmnl4iFgJVUai5AZuKCUxd5V17+mm4IT/9maeouSFO\nEKMrMaLhM+ZG/B8f2NUhhXJh8vZdfWzqSVJuBeQTerd/sZA0+fEjo/zFEwuEkWDXYJqEofHoZJmF\niksUC8qtgCBu8uRsld0DaT5y6wgrdY+lmosQgq19KRarTmcWSxLV1bpHytQ4sqXAWsOn6QX80J4+\n9o9k+fb5Mg0vZHtfioOjWTaaPlEs6E2baKrCHVsLhLHg6fkapqayoy/JHz8yx3MrTcbyNmN5u7tQ\nbngR+4cyCIQMzCEgbWuM9yT52K3DRLHg4ckyhzflOL3SoOKEaKrCjoEUhqaiKAr7htPctbXAf31o\nhm29SaqOT6nlc3a1yXDexjYUSk2pRl04x9WGy6ZiCkNXCSOBpSu0PNG1W4YCmm5EwwvY3pei7oS4\nQcQdW/Mv+JvHQqACC1WXIIo7qbAWO/qTzFddxvI235ksMfO4gx8JsrbOTcMZRnI2jhcSA7oQBPHF\n+cjO/gCWpqJpCu1A9iYC0pq80cbUFE6vNPnudIXx3iQ7+lI8MlWhP2PhhzGlls/XTq/jhKssVV1i\nIcjZOilTQ1FkArJtqExtOFQc+Tc0dJW1prTMzlUcxvJ259mSymGMVJwXqjL8R0Hh339lgkemKuRs\njYQpk24tXeWH9/aRtgy+cEz2Slq6yr+8dyvbthUIgoC79u6lXq9TrVY5efKkfNdaSf5hOmLDVVhu\n+DhBzJHxPGEkOLPapJhSKPsCP4zQVIWsrXPLyEUS+t2ZKn/xxCJBJCimDIJI4EUx793bd1kdyIU5\n3YSpsW8o85Jzma8VZEfoy7N3Zm2dWFwkni0vojfz8tKa36y41ojk86FpGvl8nnxevgMutcMuLi7S\naDTQdf0yO+ybPZn+jcDrEbaTybz09/QNvLG4QSRvoAtN0/A8j+PHjyOEeFOpbq8FXg2R9DyP06dP\no2kahw8fxjTffF/+349lV1wyxzXekyKfNDi70uTeHb0c6FjuLp2F/H5VyCvh+SmjiqK8amK80fRJ\ndyx1iiKVn4YbEkQxbT9iMGvx0UMj3+O3yEXFwsIC8/Pz7Nmzh0KhgBCCI+MFnpyroqJQSBq8Z89A\n92eemCl3ugpl7YPjS/UulzBQFAVTv/w8t/am2Nr7wv/3TSM5frs/Tatjp4xiwU99+imShko7iHBD\nQRDF5BMGNSfka8+t8c/ftoUwlgR3W1+KRybLfPHYsqxuiAWWrjJSsMklTAayNusNl7WmTy5h8MGb\n5DmEseC/PjjDQ+dKneNI82vv3k7K0nnbjh7etqOHibUW/+3bswxkTfwwwfn1NqN5m83FJFt6kgRR\nTNLUqbR8BrI2iTgmYai8dVsRS1f51KPzPDJZwQ0jxgoJ3r4jybfPlwljqSbHAt66vchS1UVRFGxD\n48BojhOLDZZrHsNZCz+QBDHupMbGMTS8mDOrTZZqLv0Zk5Sp4wU+LT/Ej2KGczaOH1NMmcQC5sou\ntXLAr/3tad66vYf1ZkDG0rh3Zw8LVZfZSpuBjMlM2ZGETFUYziUwNRnq87mnl+lJmhzenKPmhnxr\nokTKVBEI3OCiGpnQZJ1JDGwq2PhhTN2Typ+hq1iaghvKrs0wkpbgSAiWKi4tL+Tdu3t5ar6GZUh1\nWkGw0ZD3WNmJcHyfoZxF0tTwwpjNxQR3bi1yfq3F559ZRuuE5LiBvP/fv7ePPz66gNMK0FRQkf/d\n0jUyls6nHpuj4UqSLYDRnMX+oQxOEPOB/YP8/gNTLFWlJdaPYn7rvrP83o9sJxLQCuAb0x5rTZXt\nvaMUEhp/8K0pluseliIwVEE7UphYqrClL03S1HCCmNG8vC7v29fHO3f1dvtpz6+3+PRjC/Qkjc5m\ngc+RLXl+7s7LExxPLdX55KMLFztfB9P83F2brhqZDKKY//7dRb4zWabZ9Pi4uco/vvmFtSSXYv9w\nlptHMpxculiB9GOHhq/K8b1eeDNbW18NXsoOW61WmZ2dJY5jMplMl1hejVC4aw2vx4zkDSL55sYN\nInkd4LVY2Ash2NjYYGNjg5tuuomBgYHv/UPXGF6JBVQIwdLSEjMzM+zcubNrh3kz4vuxto7kbYop\nk+WaS8rSqDshHzo4zM1jOWptn9npSYJ24zVTIV8OXu35LNdccgmdqY02m4sJgkh0ahcifvdr5/DC\nmIyt84nbxhjOv7id1XVdTp06RSKR4LbbbuuGMiiKwnv2DvCWzQWCKKaQNC+bHSy3ApKmRqhJwhcJ\ngSoUPnaFBaMfxjw5W6Hc8tlUTHJTx854AZahYXWqIbxA2idF5xiiOEZBEgAUWffQ9CJu3XRRXdvR\nl+IDNw10Cu9V/vbYMo9OVRjO2ewezOAFgnzi8tf/fc+u8PcnVkh1AkC+M1mlP7PAL71tvPuZxaoj\n7ZuaynDOZrHiMrne5q6tBf7527eQtXVmyw5/dnSObRmTRtUDTeH/fniWm4fTnF5usmcwzcnlBst1\nD0WBA2M59gymmSm1KbcC/vKJRQ5tyuMEEWdXmwRRTNrS2DMolUTb1DD9qFvHEisyqEWR45HMV1w2\nFWzu3l6k1AnS+cThET7z3QVcN+Lp+TpNL8QLI6Y3HGZKi9yzo8hixeErp9YZyppMbTi0/ZCEqZOx\nNMrtgIfOlXj3nj7qboCtq7T8CDeUhN7xYwayNl5Yu2wu0o0gZaoYmsr23hQpS2dLb4JHp8r0pCzW\nGh5LdQ8/lOeSsTVqTsjYcILZssOHbklyz44in3xkjsWaix/GxAJ60wZqhyRW2gFCQE9aKopHxvPc\ntjnHl0+u4YSSQAoBlg4TG23+zbu28LvfmEIIZM+lqdOfNViuOjT9uKOcQdqMWVUVhvMJkqZGywtZ\nrLjYhoqpy27EyY02v/ml82iRQ3byHJamkLR0vnp6nfmqQ9LQyCZMmZbrhSiaoOnH1BsNMorPkX6T\nvSNp9owWGeotXrYgnStLlfvCM1ZMGpxafqEd9HPPrJC1dZKmtHafWWlydqXBvuErB8It11yeWaij\nKQqHNuUusza/HNx3Yo2Hz5cYyFooHnzx+CpDWZvbtxRe9Gd0VeHn7tzE5EYbP4wZK9jXfBVIHMdv\nWH/j64Xn22HjOKbRaFCtVjl//jztdpsTJ050iWUmk7muyPXLQRRFV/U+uGA5voE3L67vt8ANvCy0\n221Onz6NaZrkcrnrkkTCy7dMOo7D6dOnsW2bI0eOvOm/LL8fImkbGj99xyYenNig3Pa5Y0sRL4z4\nz18/Q6VSIZ9J88/etZ9U6vV7kb9Sa6sQgi89u8Jj0+VOoqZDEMdkLJ0f2tvPw+dKpCyNnrRJzQn4\n7OPz/Ot3bkN/XgS/EILl5WWmp6fZtWsXvb2Xy4WOH1Fq+aQs7QVzlV4QsVBtoyDVpVxCp63EvHN7\njuHn1Z6EUcxfPL7A+Y2mtK1OV1hreLxrT/9ln4tjwXrTwwtjhvI2igKnlxsdJUBBUWAgYxELuiqO\nEIL7Tqzw+EwVVZGVCE4QkrF1EobGTLnNetPn3p093DZ+ua3zsZkqmqqS6BDYKBY8OVu77DOFpEEU\ny2M7ttig5kX0pk1qbsifPDLHr79nG7mEjqmrmLrGfD1iar5Cy5fEOWXqvGt3L7eMZJkutelJmfzy\nO7bw8GSJb0+WMTWVM6tNHpupYhsqKzWPIIrxI4EXxJTaPn4kZfQLvNvUVGxTQ1EkiZotO+zoT/HP\n3rr5skqXd+7q4U8emafc9PFjqe75HRur48esNHwZFqSptPyQMBaYUUzJDzE0qLsRk+sthrLSpRHG\nMS0vwuvM7e0fTvPNM2typtKVZD8S8pq5Ycz2/iT9GYv37etn10Cav35mGVWV1uOkqRHFgqBjyz2/\n3mJqo82fHJ3DD2KcIKSYNFhreISRoOaE5DoJtQJJtnpTJh87NMRYIYEbRBwcy3J2tUnTCwljiITg\n/jMbTG20GelYXC1To+EETK4HhLFMmjU0hTASNPwYRfWpOSE/c+co/RmLMI7xQ2nZXal5KEA+oVNv\nwDPztY5tNabty9TY/UNp5iouTTfsJMQqxDGM9+f5hdsGuH0s1bHDVnhmfhbgYviJJs/tgh207UcM\n5i53yAghaHlht/M1jAWTG21++8vnGMrb/Mwdo93wIpCzn3/4rWmCWPayPHiuxL9+xxb6My/feXNy\nuUHG1lEVRYY56SpnVlsvSSRBWvd39r8+m3GvB651a+urgaqq3fsziiKefvpptm3bRrVaZWlp6QfS\nDhtF0VV1rgkhrqmauR9EvLlXyDdwVSGEYHZ2lqWlJXbv3k02m+Wpp556ow/rDYMQgvn5eRYWFti1\naxc9PT1v9CG9LHy/tSbZhMEP3yIDKhYrLf6vLz9LSg3Yv2UYL1b5/NNL/PK7tr9Wh9uFEIKJtRZr\ndZdCymTvYAZVVV4xMZ7aaHN0qsxw3kZVFFKWRsrU+Jf3bmO57vHgxAZJU77qcgmj0wsYkU9eXARd\nsDDrus5tt932gi//+YrDJx+ZwQli4ljwj24e5J4dkmjGseAzj83x+EyVlh/jRRG9hsWR0SQf2vfC\nGbzlmsvURotNBUnOo1jwnfMl7tnRS9yZ66w4AWdXmizX3a762Js2OTJeYHqjTTuI6M9YGBq8Z28/\nW3rk7zq/3uKhiQ2GcjYpU2Ou4nB6ucG9u/rpS1vUHJ+1usctiSonj62QTqfJ5/MyYCKhE3cqQbww\npulFbOu7fKEoLXp1npqrsdHwSdsaOwZSJAyNlZrHYtWhP2OjayoTq03OVQJavlQKEQqVts8z81WO\nbCnSl7Z4z54++jIWn+0EqQSh6CjjAU0PErqKG8boKqw2fbK2xkbZwdTVTh0I3b7N8UKS0ysN1hoy\nNOp3vnKOW8dyFFMGhzfnOTCa4xfuhF/8XA0hBLqm4gURcQzTGy1CIW3WCpCxDcotHy+KCSNBEIGC\n4MGJEqN5m5Sls1ZxODpdQQH+6e0j7B/KoqvyuAxVdkOqSKW6Hcb86dF5NEXhT4/O88cf389HDg7x\nPx5fwA8FiiJIWzotLySK5dzkvqEMwzmbk4s15isuKUsnFoIgjhF+zHgxw3De4lfetY2kIVVTW5eb\nMLah8TN3jvFvvnBazhWGAsuQ4USzJTk/axsqpaZPEAkShgpIIhvFontth7MWP37bMOvNgNW6R9LQ\nmCq1URTZlZm1ZWjRXDWiEcB3JssoitKZUY04u9qg4UZEnX2hWMiZ0vFigrfvkO9X27a7fYBhGHbn\nLPVqhT5cplZUTEMnZZt84vDltnRFUbhlNMuTszX6MyZPzdeoOQHjo1mEEPyXB2f4nQ/u6vZN3n9m\nAxSFoQ4hXal7PDJV4UO3vPy59760yVy53d2k8KOY3tT1TRauhDdT/ccbgQuKbDKZJJlMdu2wQRC8\nwA576Xs2kUhcV9ftalpbb1iHrw3cIJLXAV7NS6nRaHDq1Cl6eno4cuQImiZtQa9FPca1iAuhKul0\n+jI747WA16rWpFqtcvSJk2iayfiYJJYmdC11L9YJ92rxjefWuO/EanfReve2Ih89NPKKZyQbbogC\n3bTRrG2w0fTQNZXshY7EzvG3/QhTU6UFNYqpOSGV0jqrCzPs2LGju6C9FHEc85lHpVoymJXJpV96\ndoXtfWlsQ+XzTy3y54/OgQqFhIkdyTm3D+3rIWO+8JrFAi7dyFcVuhbcTx2dY7bcptoOmNposXco\ng0Ch7gTcsbXIvbt6ydgGxaTBetMnaWpdNcUNIv76qUVOLTeYKbXpz1hsKiRwg5hYyJoLPQ4I2jV2\nbNlDbyGH4zhUq1VmZmbYozd4SAmZLweIjm1SV2XX4gX7n64q/OSRUQ6N5fj9B6YYzdtEQvDUXI31\nps/vPzDD+/b28bGDA/zm308QhNImqWqKVAEVheW6z3Ld46aRDPdsL7JS91ipe8RxjCtkRQQIdAWS\ntkEYSWLTdAP2DqVZqrokDA0VqfLomsL+oQxVN2St4TNWSDCcs3hqrsZsWapvf/XUMndtK3BoU44t\nxSQT6y2ijiqlAIt1D0NV6Etb9KQMVusammJKNa9jkU6aGkEkVVFTU7hjSx5T11AVhSfm6rxrdz//\n5OYCn3u2TAwkDIViyuqEIEl1MlYEa3WP3/mHc+weSLNW99jSm0BTFRQUfvkdW5gtOzx0vsRYp3/Q\nMlTqXkTa1ulLW6zUXdKWjm2oqCgslB3unyhRaQUIBIc3F/jHtwywrTdFMWWy2gjQOpUyYRTT6FTU\nJAwN34ypOCEChUhIFVXrqL1JXSWfMPnMdxdQUFiqudScgD2dDk8vlArgc6ttdASWrsk6GSCONYaz\nJgs1WSelAklTdnA2vIjpUrsbWnUBQRRzYrnFaj3k8dmQtYZFMZvi43uTmLFLBofV8ydoLF2erPmR\nA4PMlx2+O1Nlpe6xvS/R7WdseiHTpXaXSPqRVI8vfbanN9pMl9qMF1/eAv9HDwzKDbCGR90V7B1I\n8o5dVxh2vs5xvc1IvlK8mCJrGAa9vb1dR8sFO2ytVmNycpJ2u00ikegSy2vdDnu1ZyThtRnfuoGr\nh2tntXwDrwmiKGJycpJyucy+ffsuG2L+QXxYL1Vl9+7d201wu5bw/f7dLiSy1mo17ji4nzOPr3QS\nIDXWmx6DWes1J5EtL+Srp9YYylromkosBI9Ol3nbzl4Sr1CR7MuYoFwki+sNj+19Mi48lzD4kZsH\n+eKzK4AkHh9/ywhOEPHpozM8M7mMAD58eCt3XYFEnl6q89nHF3h0usxI3mbfcBaro4Yt1x2+cXqd\nidUmVTdEVcD1Y3rTJkEU48VX3lEdytn0pizmyy0UVaHtRdy1rYf5iiOTNQtJHL+Jpig8MVtlOGfj\nRzHfOrvO/3TbKIWkJHUp6/LX97fPl9ho+aRMjaSpstrwiGPBvuEsC+UW9UYdEQt+4q17GBnsx/d9\n0uk06XSa0dFR9u0TbJjTfOnkGpYS02vHuM0anz96hrt39HH/VJuKE7J7IM1btxXoS1s8Pluj7gSE\nsVSazq40OL3cYFPBpi9t4vsOK60OiYkFCjDek+Q337OdXEJHURROLNVBCNqB6KacqgoEQiqNiiJV\nW0WThNrUVaI4RgB+JEN33ruvn2o75Mm5KmPFBMfm6/Lv1OlfLLdDxGTMyaUGgzmLUtun0g5JW9IS\n25c2SFs6W3uTXfVurJBgoSJTjU1VxerMYQoBC3WXmheRNDRuGcmgAFUn4L07s/hRzLNrIevNgHYg\n5xPh4oZBJGCm5DCx1sI2NBpeRNrSGMrZmLrK3duKfHemShDFGJrKeqNTQdIK0FUFTVUZytncNJKl\n5YX8p29OM96bYDBnEQvBY9MVxnsSfO7pZdYaXtdi23BD0paK48V4ITQ9p3u9s7YKTkwrFoi4QyRR\nmC63cYILc6AdZVFRSFg6lq7hRTF+GOMJ2Nlr8dxKm1CA6MwIm5oin+9Oem4UCcI4JooED58rYekq\nt4zmMDSFP3hwhtNLdeYqLn4Uc2gshxcJHpxu8lvv30nW1hFCdDc/LiRrTjUU5tbg5kEbL4xYrvlk\nbYOMrctZT+viIvfIeJ5TSw00RaHqBJxablJzQs6ttbhnR5EfOzT8Pd+nfRmLf//BnZxbb3H2zBk+\n9Pbtr/n78VrAD6K19VK83P7ES+2wQPcertVqLC8vMzExcdlncrncmzLU78VwQ5G8gRtE8gcI5XKZ\nM2fOMDw8zJEjR34giSNcnLlpNpucOnWKQqHA7bff/gP5pXilRNaP3qrxt8eXKLcD+tImH731e6ec\nvlL4UQzKJZUfilRkvDCW6Zev4AtkJJ/gIweH+bvjy0QxjBVsPnxJl9ytmwts7UvTcAMKSZO0rfNH\n95/m688uY1oWhmHyyUcXGCwkOTJ+sZtute7xqUfnyCcMelIGK3UXVYG9Q1mEAC8Q1JyAquNjdFSO\nIJI1DcN5m2JSR4gXEmJTV3nvvn5+7+vnqLkhGUsjYWqEkegm6GZsjaYfoSCVsNiVVQ4nFurcs/PK\n6sdyzWUgY5GxdZ5bbuAFMQlT41/c2c/R42fJjg+yd8sI2/pSVyTqiqKQSdrcMlagJ2UigDMrDe6f\ndvi756YoWjFDKZVvblT5wjMLjBaSKAicIMbQZaBM3Q1JmhqaquKGEQgFW5N/V01RyCd0btuc7850\nAhxfqJMwNYKOrVYIGaxSd6XNU1EuJvvOll1sXWGtGaKrcsY3YWr8j8cX+Xfv28FT8zWCUNoz/Sim\noBmUvYCUqZKydHrTBqt1j+29KZ5baUhVT1UYytlSeU2ZfOiWQXIJnZPLTSY3Wnzq0QXqbkgQSQXN\nCyJJYKOAKgGlts+hsRzFpMFfHa8zse6xazBPT9Pn2EKNpKHQ8OV5CSShbLghtqHScCOptl7SGTmU\ns9ict/na2Q1UpEKbMDXSpkbLj0ABN4g5sVgnYxtUnYCUlek+Rxstn9/9+nkm1tuSeHbIb6xA24+7\nx6AiCaaqQNuLcEJpxbV0WVgymLdYq/t4QUxTjUAIGl7IxGqIG8o53Z19SVpeQKnps94MCC88tkKS\nf4C0qdHwQlp+RBTLZNrji3XWmj6DWYuHzpV5244iZ5Yb9KZN5iouKVNjYq3FHVsLrDU8lmsuWTuN\noigvsBJ+62sTRDSot1w2J0NObsQ8t1QjkzA4OJrjpktCd24ZyfJTt4/y8LkyJ5fq7OxNMlJIEAvB\nw+fLHN6cZ3vfi88x+mHM18+sM73RZjhvM5xSfiBJJNwgkq+2P/HSe3hoSH5PXbDD1mo15ufnCcPw\nsnTYZDL5pl2vvVxC/Wrgui6JROJ7f/AG3lDcIJLXAb7XCyYIAiYmJnAchwMHDvxAJ2ApikIURczO\nzrK2tsa+ffvIZq+c7nc941IV8vmJrLuHMvxK/w68MCZpaC+o53gtkLMNxvIJ5isOPSmTmhtQSBoM\nZCyiwHvFM5+HNhe4eTSHH8YkO8ErlyKfNMgnDcIw5OTJkzw5VcJKpuhNS1voat3jgefWLyOSK3VZ\nc5A0NW4ZzfHMXJWFqstg1uajh0Y6VRKyZ7A/bVJuB0QK2LrGeDHJ1yaqpHTBxweCy4gTwNdOr7Gt\nL00+aRDFgkenynzs0AgJU2Ot4aKpEEYRYWdebqyQYCSXIIxfnGCP5GzOrTYZydv0p01mS232ZAP+\n3wcnqIg0fUHI3i0vfR33DqV5Yq5GMojYaPqcXW0xnLNpBlCNFMbSadKex/lyi5xao96O0RQZIFRq\nBeiaQtwJjxnIWliRS0/GRNclkTM1lYNjlz9vSVMnnzRoeRGmoXZsoSpepHbvvygSOGHIcM4ijgVV\nR/YOpi2NSMBCzaUnZfDhA4N85dQaCVMlJ6QqtVL3sA2VvrSJoihkbfm5Tx6dZ67ikE/oTKw2SVk6\nMxWXPz46z/967xZu31KQASoCPvvkIl4o02FXg4hCUpcBNrHo1so8OVfl6GyTLQWZ5juct1lveGzo\nKm7VJYwlaUtbGmYnSMb3QjoOW7woZs9Aik8/usBXz2x0K2suhDeFsZA2OTdCRZKaqY02bT/mgTPr\nbCokGM4nmC/Lc1IUOZOo66qsS4kEWVuj3Um7DWKBooCugqpp2IaCrirYuqzMqTkRIBAIvDCS85BO\nhyAqcjZ4oeoyXrDxvJCaG6IBuq4QxVJd7k+b/NLbxzk2X+OhcxWGcxY1N8QPY2puyO7BNMt1j2+e\n2WC+6lJxAqJYoKtKZz41JorpWlUvRduP+KOHZ7jv1AaxgKytMVbIUki7+GGIpcLUSpm//MZj3DqW\n69phbx3Lcctojon1FoMdW7h6SVXQi0EIwacem+fYQp2MqXFmtYUdBNxxRLysqpFTy43upsk924vd\ngKBrFTdmJF87Iv1SdtipqamuHfbSdNg3SwDN1UzvbTabr1ta/A28etwgktc5VldXOX/+POPj4+zd\nu/dlvfgvKHbXI4QQPP744wwMDHDkyJEfyB3Vl9MLaWhSYbpaUFWFn71rM3/zzBJTG23Ge1J89NZh\nLEPDCV9dj+T3OuZSqcSZM2cYHx9n87BGaa4KyMW2Cb7niAAAIABJREFUpsrZxUtxIUkzFoKUqXPT\nSI4oFvzG+3Z15+W29KY5t9ZCUSCX0MklZKppy49YqMU03YC1Byb5lU4fI8h7UFqG5dyW1gl4EcAn\nDo/yf/7DWWbLDgoKaVMlYxvU2iGjecG+4Rfv07p7ew9LNZdzay183yMf1ZispaiSZjBr0/RD/uCB\nSX77g7tfUP1xAfuGMnzk4BDfPLvBUs1jUzFBf8ak4gSoCqw1gk7tiYewbDJJF9EO8CJBFMUEEfRa\ngowW0HRiDg4aTLcMTq25KI2AYsqg8Lzag5tHMpxba5IxNearHrEQNP0IQ1MRSNWxHgYEETS8EDeQ\nqloYx1TacuGfMlX+8MEZ/tW9W7hr6y5iITi20OA7k2VKLZ9i0iSKBdW2xwf2D3BwLMcffDTLI5Nl\n/uToHKP5BDsH0hiaylLN4bmVBndulZsKHz44RNOPmCm18UNBqeWTTxiYukYQx6w3fJ5ZqLNYcVis\nB9S9mLdmM6zWPWpuyL6hDH1pCy+K0RXozVgkdIWvnymha1J9j2PZD/mrf3eGk4t1FFWhmDLRVGnB\ntQyVzYUEZ1aatNQYNxS4TR8/lCpfLATHFxucW2/LFFVXRqvKChxBQldIJXT2DKZ5cq7WDdTRVVAU\naSUXQlBI6CiK2lGDY7xIIIQkhlVHzlr2pE0MTaXV+VsMZEy2Z2LONTUmNxxURaBqKqEQDGQs3rGz\nl7u39bBUO8NgVs6uappKHMYEUUzLj5ivtHGDqJPQK0mmrio8OFHmPXt6Ge3MODY9OQdrGyp/+cQi\nXz65JmdInZCaK2iuNNFVhTu2FLENDSeIeLoR8taeQTZqNUrlKZzOorzXjFiqhgzlpZ1ZAYZzL14L\nVHNCnl1sMJy1UBSFtC04Pi34wrFldvanuHkke9nM56V4cq7Knx2dx9SlxfvxmQq/9u7tL9hgupbw\ngz4jeTWVuJeyw66srHDu3Lk3jR32al6HZrNJOp2+Kr/7Bl473CCS1ykupFCqqspb3vKWlx3PfCEx\n882y2/VaIY5jzp8/31Vlr5VE1tcSL6VCvhHIJgx++s7NL/j330+dyZUQRRETExO0Wi0OHTqEbdt8\nRMlwYrFOueWjKAqFpMnd24uX/dy23hRHthR4fKbSjfr/+bvHu+qIoan8zJ2b2TmQ5qunVmm4IaN5\nm5mSw3hPAt9zsdWYcstncqPFzSNyUaAoCpuLyW7CqR9KYtSbMvnyiRVGCgmafkR/RqqcWVuqUe/Y\n3f+C2pELOLfa4NhCjZSpcs+wgLbDwZsO8JtfmWaos/DN2gardZeFikM+kbniBoKiKNw6lmVz0ea+\nE2ucXKqTSxgUUwZLVY+EEZJL6OweTLPW8IljSCcM+g2NMI7RFYVNRYtyOySleiQjj0rd4/BgEith\nEysaf3t8lT1DFwnxHVsKNLyQb58vk0+aRHHMYqf2w9RVHF+qjzt6k1TdkIytydqNMEJTQVFl7+ZT\nczX++pllfvGe8W5H4KFNOTaaIzxwdoO6F7J/OMNtm+UctKYq3LOjh8dmqrhBxELVZanq0vYjRvMV\njowX0FQZSrOtN8XTczX8UM7AVp2QpCnww5ggkhbnuiNJ7UYr4FsTJZpeyFDWxtKlXfUdO3vJ2Dq7\nBlI8PlPlW+cq6KqsaGl0FL2TSw3KToiuCjK2TtLQqCkRLS/uJAILikmDYtJkteHRDiISlkZ/SoYv\n1Z2QKBbSVoyCqSsoilQa37+vj29PVtBUpWshRsCP3zbcCSZyqHsRphZjGxppW8cJY9KWQsrSabgh\nfhh15lQ1UqacbV6qe4S+z7orrctVJ8CLYgpJnZtHszxwdoO37exhMGux3vLpTRtMlRwMVZEEuukx\nlLXZ3JPi3FqLuuOS0FVuGc1iaCoLVZeZstNJvJ3DC2Xlx0rdQ1eRwUO6JL9ZWyNnGyiKwqnlBjUn\noOGF/I4rZ7539qf5+bv2oEQBn8iU+NTjy0zMr2PqCh+9qYAeNAkC9YqVDfJxuTjHO19xWGrFfOXk\nGvfrKndtLfKTR0au+Fx99dQ62YTeTXpdqrocW6x3k2uvRdywtr5+66QXs8NeSDh+I+2wV3NG8oYi\neW3gBpG8ziCEYHFxkdnZWXbu3Nkt0n250DTtdUnhej1xqQJXLBax7Rffdb7e4IcxlXZA4DSYm5x4\nSRXyzYJX2iP5UqhUKjz33HOMjo7SO7qFxUZEMfbZN5zl375/F/edWCUWgju2Frlr2+WLOlVV+Nih\nEQ6PF3D8iKGcTfESO9rx+RrfmlgnFvCRg8Mc2pRHVRX+t78+2SmlVzrGQIHC5df7QweG+csnF1iu\nybnLH7lliMGcLa2WSQM/iolj2enXm5YhKgPZK+84P7csA4FMVbC6tk4ikeBXP3iQQtrC0mXlg21o\nxEIQiSvbBC+g1PL51KPzVNohbT+k1AoIYkHa0sjaOpoqZwQ/fHCQSjvkvpNr6Kq0KqdtnV+4axOt\nzmzneE+Crz1+mnQrxDQ0nFYTz/OoBypTUyqxlaYlTDK2yXv39PHePfJd9RtfPMPhzQmmS7Lz0ouk\ntfPweJ6pksNyzWEga7G5YDNVcohETNbSaXoR3zlf5kO3DDJ0ibLUmzb52KHhFz3nd+zs4Q8fnGa2\n7BB1QmGeWajzqUfnGS8mcKOYLxxbYWqjTRDGRAJ6UgaGplJu+bhBzHpTHkPCUKm5ERstn6Sh0fRD\nTF3D9yTJOdzp7jwwlmUoa+IEUpULIoGlSSLmhTENL6ThBqiKSj5pcNe2PKamYesqNTdgoxUQI8mg\npSks1Ty8TsdGEMWA7BlNGBqDOYusbfCjB4c4sdSkN22goJBPGASRYEd/mhNLTRKGSsOLCIE7t+R5\nZl6GIKUTJpvyNkt1Dy/0EAicIKLtRyRNlZytYVka1RDWGl6nfkdnNG+xUHWZXG9zeqXJz905xqe/\nu8BcOWYsb9OXMelLm+QSBVYbHvmETjFpsFxzQZFq6lDWYKXus1R1eOhcGU1VGczq1B2V0ytNkqaG\nG8RYuoKhKowWkqhCcGyhRhgJ2r6cbV1teNw6luPMSpN/OL3Ojx4YYveWUf7jllHcIEIREY16nUql\nwszMDHEck81mu3ZY27bJ2jqHN+V5bKaKpaucXWuTt+R9LoDHZiq8c3cPo/kXznRFz0uoRZEk+lrG\nDWvrG0ukDcOgp6enuykexzHNZvMyO6xt2917+GrZYa+mMt1qtW4oktcAbhDJ6wAXXuatVovTp0+T\nSqU4cuTIq/Kt67pOGIbXVGrYi+GCEtVsNruzofV6/TVVu94suFCZcekLfbXu8qmjsyytlfF8nx+7\nczvj4699cM5rjVda/3ElxHHMuXPnqNVqHDhwgKeXHD7/lQkZ3KIo/PSdmzgwlufAWJ6mG+KGEVda\n1gkBPSkTK6diGxe/hM+sNPjsE/MUkgYK8PlnlrAMOUv57j193HdiFZ2QRjtky5D1ggCPfNLgf757\nnJYfYelqN7BjIGPx0MQGrh9Rbgd4QUTdjehJGfztM8t8+cQKQSQrHt6/fwBdUzk6WUYJHFy3yc5N\nA5QdOL3S5O07bX7q9jH+5DuzoATEseD2rQW29aVelKj/3fEV6m7IYNYiimXgzpHxPItVl9W6T6Ud\nUG4F/MevT/G/v3cbf/RP9nNmtUksBLv606QsjS+dWOOJ2SrrTR8rcqiGGj3ZFMVUmpW6xx0DSZYd\n+Ox3ZvB9H6EoHBpN89Fbh0llslQcqTb1pk3GizbLdZ+spVNuB2wq2GQsjdFCgju35vmVLzxHxtTw\nIhn+UkiZLNW8y4jkldD2I+puQNLUuXUsSy6hE3dIdiTgueUmZ1aapEydjKWxVHdRFaVT4yFYrEZY\nOiQNHS8UBKGgpUQEkUIkINXpc2y4Ic/MV9nWl2Kq5OBFgk2FBGMFm48eHOL+iQ2absR6w8fUVVYb\nPgKBrkLSUMkkTP7R/n4+cnCI5brHf/rmFA03pO2FOEFMwlBoeSHeJe0/QdT5eVPn4FiOubLDRtPj\nkckyuaQhk5JVOcu62vB5dLpCX9pka2+SKBYcX6zz4LkytqniR4KNhkfSUGn5EbeMZFAVhXI7YKUu\na03Ol1ziKEJRNXpTJqN5i1MrLZZqMFZIUkgYzJYdWn7Er79nO0EUo6tK93traqPNf35gilNLDVYa\nXjdEabrUpu2HhDH4oaDiBAx1FPmUrWNoCkEoCEVMy4sZLST59Xdvo9zy+Y2/P4umSSU1BYSRwA1i\nMrbO9IZz2b1gGxpBpHC8BMs1m9FCgTvGczitJtVqlbNnz+J5HqlUintHsvQn88xUI5aqDr16iKIo\n3fohL7jye+vtO3r4/55aIoxi/EjO2u5/CZv6tYAb1tarZ+l8NVBVlWw2SzabZWxsDCEErutSq9VY\nXV3t2mGz2Wy3euTNvs67YW29NnCDSF4HiOOYqakpVlZW2LNnD4VC4VX/rguK5LWOUqnE2bNnGR0d\nZffu3d1Fy/Vyfs/HBTvopV9sn/7OJPPL64z0ZEll+rh/osaekR4Gv8ci+43G92ttrdVqnDp1iuHh\nYbbvO8AXT63xuacW2FxIMpi1cfyIzzw2x3/44b08MVPhwYkNUKCYsvj44ZFuvUbdCfj0o3MsVBwU\nReH9+wd4Wycx9cRinYShXVJKLjg2X+OW0Rzv3TdAIWnw9PQaeIIfv3cbiSuogKqqkLEvfwXfPJrl\nSydWSBgaCT1CUxSKSYNDmwo8dG6D8Z4kW3pTfOO5NVRF4dbRFKen5kA12D42JlUPx+3qn4c2FxjI\n2ixUHTKWzp5BaWl9MSK5VPPId2YYNVXB1lW29aY4vlCn5cuaClVRqDkhf/7dRd6+s5fDmy9W5nzh\n2AoPny8xX3FpuAFBGNKbUji33mYkZ3HzSIYP3TLI790/xXB/QfZ5hhHPlVqcmNvggXPnWNoIWWtD\nGMuKk3ft7uUX79nMV09vsFJ3uXkkywf295O2dA6MZJmruCQMlbG8TTuIL6t7uBLOrjb500fmmSm3\nqTshOwdSLFY9gjAmjAVeIOcOVQXaQUTLC/Aj0BQ5Ox7FF3o/QVMFtqHiBpGsKFHlrF3LCwk7r5ma\nK+2mpZas8UBR+Jk7RvnooWF2DWaYWG3wpy2f9aa0CgvA1BR29aXYcEIemapwfr3Nz941RhDJ+cis\nbTCc1yCGM2vNy84vFBBGkBJwelkqjVt7k3zx2VXCSFBpefSlLSIBt23Os1x3abqhnNUUgpWaDHvK\nJwwMRaHUCpgptRnJJ9hUTJC2dE4vN9hoqui6QhjGVJ0YkFZkvyyvY7Ud8MxCjVvHcrhBxOeeXsbS\nVW4dy3HPjqLs76y6PHx+A12V86/FpMlYweb8epv1hkfdCRjMWnz+mWV6UiaLVYe1ps98xcULYzYV\nbPxQsGc8xW+9fyeWLntVdw+k6U0ZLDd8zq025fMgBHU/4i2bc5ddr1gI/uzoPCeWZIrvo9NV5koO\nP3FkhHw+L+tNwggCuSjfrNco2k2mkoKFuiDTdnFihYxtvOgGxj3bi1i6yhOzVZKmxg/t7ev2v74c\nBFHMt8+Xma+6jOVt3rq9eNVm2IWQCm7LixjIWt133PPxRitybzTe7CNAiqKQSCRIJBIMDg4CEIZh\nNx12YWGBIAhIp9Nd1fLNlg57Q5G8NnCDSF4HuGAxeS0qLHRdv6aJVhiGnD17Ftd1OXjw4Auio683\nIhnHgqNTZb466XM2XuC9+4foSeqcnTjH5OIG+8aHMExJDFQFKu3gikTyQhdgPmFclZTWV4KXIjov\nhQsbKqVSiZtvvplYs/jdr59jqeZQaQU03QYoMJi1qboBE2tNvnl2naGcja6qrDc97nt2hZ+4fRMA\nX3hmicWqw2DOIowFf//sMmPFBFt7U7KuIrp4jEEoSJhq9/hv39rDroLK8vIy2cTLD9SwdI39Q1ny\nSYMzKw1agbSJllo+CnJOy9JV+jIWf/PENJ9/xAUrwUojQku0SVs6hq5eFsozWkgwWnih3e5KoVqj\neZupjTb9GXnOAmnjjIS0CYJMVNVUqcy5QXyZVfbYQo2kruIEEbmESbUV0pPS0Q2df/e+HaQsOe/Z\n9EL6MibrDU/2S2o6ItVHRYkoZgPakUMsIrwwZHJhjTNnPd4x2kM+P4RmWJzfaBPGgp+8fZRPP7rA\n5EabxWqVLb1Jsi8SJATghTH/z7dneW65ScuPyFga59fblFs+WiflNBYQA5YmbaMBQCTDmJRLdOtY\nQMOLsDT5bJm6Aoq8LnHnFaMqoCmwUvMY70lK23IY85dPLHFoLMeB0SwHRrPcf3aDUstHdFKXvEhw\n/0SZXEKXFR0IvjNZojdlcvt4Dk1VmSu3Ob3SIrrCo6IgCaWtSJX1sZkqugKmLmcft/WleOv2IreM\nZPn2+RKfPDpPtR3QCiIaXoSuQtsLaAcy2TVjy9Tjs6sthnIWqw2fYsqgP2Pw5Fxd1osAThATxTGm\nrqEq0PIiTi83cIKYnG2AAk/N1fjCsWU0VeHUUh0vkqmnfiRww5hdRoqxgk3NCdhSTNAOY56ar0Ec\no6gqlqbSCiKShgzXOrQpw0pdhhINZjWSpsYP39TP3xxfRUVg6lJNfXy2RsrSMDsBRxfu/bWGx6mV\nJsM5OUscC8GT81U+eFM/zy42uO/kKgLY2pPkp24fZXR0FIDxHXX+y1efZaPlkNVD3jlisjQ33VV7\nDMMgiGLKrYC0pV1MAX6FEELwZ4/O80ynG/XoVIXJjTY/d+fYa77oF0LwxWdXeWCihKpItfYX37qZ\nTcUXvj9uEMlr7/x1XX9RO+z09DStVqtrh83lcmSz2TeULN8gktcGbhDJ6wCGYbBly/fI9X+Z0DSN\nMHzxCPQ3M9bX15mYmGB8fJzh4SsXS19vRPKBs+t87fQaQQBnV5pMLJ/hbT1NdmweYd/WEZpeSMGU\nO9oxUHheSmAcC752epXHZ6ooCmwqJvjYodGXnKN7tSg1fWbLbWxDZWd/Gv1FdtRfzeKo0Whw6tQp\n+vr6OHz4MKqqcnSyRKUdsLmYYrnmIYRgeqONbWhkLJ2VmkupFZC2ZP1EMWmyWHW7v3O61KanUxlh\naLLncq3hsbU3xZ1bixybrzFfkTa5pKnxth2XzyO/GkI8kk+gaTLYpy9jsjBfw9AUTiz6lFs+lq5S\naXrUWw5BDO/ZP4RtGPRUHRZrDh87NMIdW3voSZk8NVvlydkKlqHyzl19jBUv1v6EcWcur/MnWKy6\n/M2xZZZrHqW2TxDFqIrCe3b3yuqJSOAGAi8MqCqQt3V6UybPLtYZyduMFRK0vJDpUpuVutepqJCJ\nn+oF619ng0JXFTYXE3z19BpNTxbXW5rKu3f3EsUxK3WfpKlj6ibtICaXTxIli4RhyHMT5/n8qQYV\nX8W0TDIJG11TGcnZFNMGQgg++cg8v/rubVfs95sptTm11KDpRagqVJ0AXVM7oTqqJIIxRKGcMwxi\nQXyB3SGtzhdw4R/9SKafvmdPH2eXqsQioOnHXRu1oshqj5NLDXrSJrsHUlQdOWupd271WECqsznh\nhQJiOc/a9GRvpK1rrDcDSu2AcjukmDI4u9rED2UVx/Nh6VIVbXghqw0PVYFIUXDDmC09CapOwK1j\nOUotn2+eLVFq+2w0fYSQGwXtIGa1EXbuY3keSVNDUxR+9MAgxxfrktwh60KCUJA0FNxQ4EeQS6hs\n602yWPPoz5goKKiqJJFVJyCKIZfU8TtEtTdtUndlauv59ZZMRbV02kHETNkhii9c8xhfiVFUaXdd\nrLrsHUyjKBfLyxerLt+cKFFrB1i6yl1bC8yWHfozJl4o+Jtjyxiqwvv393eI48VLGAvBubUWMyWH\nf/X5U0RCsH84g6GqTJXafOHYCj95RBLJvlyKD+9KcOjQIeDy8JO5uTnWmgF/Nw1OrKLrBp+4bYR3\n7Hr5mQUNN8QJIsJYcHyh3g3NEkLwzHydUiugN/3aWhOnNtp88+wGg1kLTVWoOQF//t0F/u37drzg\ns9dzuvvLwdWsvXi98FJ22LW1Nc6fP4+iKJelw14a3PhaZRm8GG5YW68NXNtPwQ108WpVnOfjWiRa\nvu9z5swZoij6ngm11+L5vRSOTpYZytqUfBXNb7JUd0nftJvx8UF+rOjymUfnZHgF8MGbBl+gRp5e\nrvPoVJnRfAJVVZgrO3zr7DofuGnwVR2PEIJnF+ssVV0GshYHRnOoqsL0Ros/emiaIIoRAnYNpvn5\nu8dftT3rzHKd8+ttsgmNXlGjVlpn//79ZDIXlbgLheimrrJ/ONuxZ4YYmsLhTXk+//QSM6U20xst\n9g5lyCcNsrZBueV3Oy2Xai49aVMqVYiu7bOYMvmlt2/lzEoDIQS7BjOXBfHAq3smh/M2P37bGF84\ntoSuqRRTJuWWT8LQSFoas6U2CV3ex5qmEgm5kBvJJ1AVeOeuftK2zhMzFf7qyUXyCZ0gFvy3tRn+\nxdu3MpC1+MrJVb54fJkoinnL5hw/fPMgf/TwDAJIWRptX2W0kOCf3j5K2tL5+nPrZGydd+7u4dhC\nAy8IQVHwwpjPPb2MAH788AjHF2okDRkI01Qilus+Pbb83Lt3FklcMmO6uZjo9hRqqoKhqXzzbInF\nqkfZ8VFQMDWVzUULXVMoZNNsGsmyEKaJk6vs6NPwPJe5coOFqs/NAyZaYGNZFlU3YKPlM5yzCWOB\nG0SkOt2iyzWPWICuyb9NEMU0fVnLoSuC4ZyNqSqs1H2CSKB0Og1zlooTxvjRRdIh91oUkqaKpihs\nLtjMr6sMZnTmaiGaCm4Qo6sqiiY3I0pNn3MK3L2teBl52VJMcHq52b3PVBUQ8r+pioobRhj/P3tv\nHibZXZ/3fs5ap/aq3teZ6Z5Vo2VGQhoNkiyQjBBbsME4MSSXxCEBbJzgx/FNYsfhOqvDTWwnvjbm\n8QIOiQnGwUQGBAgLtCFphEbSSLP39L53V9dedfbzu3/8qmu6pZE0M2hgBP0+zzyaaZ1azqlTp8/7\ne9/v+2oKiValxZllFwBdkyTPCTafZ+t1iJoiU2FlEI/c5uhMhbWGSxgJvvrCMsWmD0LamOtuSMLU\nMTSVuhsQChjOW5iaykShyc7uBIdH8ty8PYf51DzfPlPACwSGCrmESd31cXwZApQ0dfb2Grztmi6+\nenyF5+aq1FxpG1YUKDcDEoZKGK3PdSr0pCwOj+TY25viC0/P8/xCjai1vYpUWUMBlqriRwK36TO1\nZnPdQJrudAw/jPhv35mk6YWMdiWoOtIafHAoS6HhMbXWxA0iPvvkHJqm8Lb9PfSmY2zvjDO1ZlNu\nShtvbyaGpaucWW2Qien0ZS06EybjhWb7GL+YSL04/ORff+U0gWqTMyNsp8kfPngaUV5gz0AHuVyO\nVCp1QSImhOD+Eyvc9/wyCjKV1ruA7Lx+fXstUXGCdkI1QMbSWax6rfNw83v9cQ/budpmJF8LvJod\ndn5+fpMdNpVKXdFj0Gg02im1W7h6sUUkt7AJrzdr69LSEuPj4+zcubN94XslvNbVEj9saJpC03aw\nbZtMJkNnZxfJhLQh9WYsfvknd1G2fRKtOP8XY6UmVa51tSgb15kr2S/Z7mLxV88u8ODpAromKwZu\nH+3gA4eG+MujC5gtS6YQglOLdU4u1jgwlH31J30RHh9f475ji2hELBeKbOtI8i/efQu6pvLI2QJj\nqw3yCYODQxnipsZqzSWmyzmxd17fy117u/nNr55me0cCy9CYKTY5OlOmM2nSk7H4D18/wxtHO3jv\nTQP8yWNTLFVkt+Hto53s7T2/OppLGBwe7XjZ93m559qe3hQfvHUYTVVkUA5g6QoPnlwk0GEgn2Bb\nR5Jn5yrMlWz29qYpNT2ycaOtJD8+UaQjaWyoG7A5uVhjoeLwpWcX6EvHUIj43nSFphfi+hG9WbkA\nM5izGG8ptyCTfyVRStCXjnFisc582WE4H8fQZCrsF48uEAnB7t4kQ/k4pabHZMFmV1Zw194u7j2w\n+WZgvuyQi+t0p2M4fkjdCXhursot27MkTJXZkk0kBAoqy1WPf/f1s2QsnV3dKXRVwTQMTMNgULNY\nsiuksxmiwKNWr1OoeYydOsGR0OKr4y6oGtvycT72ph3ETZWhfIzlqlTg1kNqAgElJ6LkSKKwbiMm\ngpiusLcv3eqRjDB0lWLDR1dVBnMWXhCyVPV4dKLMdNljIK0z0plgaq2Jril0Jk129ySZLdk4gY9l\nqIytNvlnf3WSa/uSzJZdnpwsYXsy8MlQ5XyqqkpLJlGEpqpkLR0/FAxkY8wUZXDMQsXFE4Lzmul5\naArEDJWUqbFS99s/DwVMFx3+z3MLTK3ZTBdtyk2Phh8RCag6PpqqYGoyOKhiB9L2C1zbmrE1NIV/\n+MZh/vZN/fw/f32CxyaquH6Iqank4xq6phFEgpSpMltyyFiyFmR9XcXSVbwwIogiQKXhyn3vSpm8\n78Z+GYbkysTVCNCQlu6g1SHa3BBq88JClX/4xiF0VWGl5lF1ArpTJm4QEUaCMBIsVx3mK448pwV0\np03uP7HKG0fyZOMGH71jO984ucL/fnaJ4XycXd1J5ss2dSfkhcUak0WbrpTJbRusqa+kyAWRYL4i\nu2IVRSGVTBLVXIxsL6oaMjs7S71exzTN9nzauo3w7EqDLx9bpjtloqsKqzWXeqvuJBXTqXkBe3uS\ndKdf+6CU3tbcphfIeddC3WekM/6y/Zg/zkTyap+RfK1wITtso9GgUqkwPT1NvV7n2LFjV8QO22g0\nNi0Ob+HqxBaR3MImvF6sres9mZqmccstt1x0+tiPkiIZhiHXpBy+eqqEZVgQGgzmLHZ3nyc7pq6+\nYqhDV0ravdZvimp2wMjQ5fU2VWyfh84WGMhZaK1UyCcmi7zlmh7KtrQrgrz5UBWZnHk5+ObJFSzh\n4jTq7N/WQ8EWTBVtzq02eHy8SD5hMFeymSw0+IU7R3jobIGGG/Cu6/u4bWcHpaZMMDV1leF8nN50\njCNT8nEjnQkiIXjsXJHdPSneek0PX3puAQ3BeSLIAAAgAElEQVSFrtSllYe/kiIZtCx8bhAxlIvT\nmTof8PPH351mteYCgrW6T0wN0by6DL+JGQzkEmQTBn0ZScIWKg7ZuM6Hbt+xyT66UbGIhPzZudUG\npqaiaypRayZ2umQTcv7G2AsFpqagte4RbxjM8ORUmaWqw/MLNUpNnzCMeHauyo1DGUxNWkAzcR3b\nC0nGdBKmvIF++3aVA9tSREIwX3TQVIX+bIyBnAUKrNQcKnaLMAhB1Q05MJRlIGsxW7Kp2h4lRybb\nFhuyjD6fMMnFdXRNpdT0uXEow0LVJ25oCD3F37mti+1dFp/92hksNQLf4dRMjU9+tcIv3jHEcM5C\nCFitS1VPRZKkjRBIG6uCVAXD1vli6hrb8hZjok7FDqg6PqVmQGfSYG9vihg+J1cc+rIG7z3YS2cq\n1rYldiVNJtYagEI+YVC1Pf77k3PU3A2vroCuqQznLTJxE0tXmCs5rDUkQTI1lbmyS9UNKTthW9Vc\n7zZcVzJNXcXQFHpSJmtNv72dpoJlqDS9iE89NoOlaxTqLklTww4kkQwiSYTc1mN0NSJsWXTfMJzZ\ndJxSMZ3/+82DNG2HJUeq0QlTIxc3mC3ZTK6FfG+qwkAuRl/aatlsBXVP7nPW0ujLxMhYOjdvz/Ge\nA310pkx+8U+OUmz4GKpUU0MBjRZ53PiNUlu22997eJo3bM+1F07WGh7jq812p2bJDlqJqgq5pMlA\n1qJQ91qzvHIB5r0H+yk2fI7NV9FUmCs7GLpCFMlr1WzR5tBdO86fI69AJKW6alJ1ArJxgyCSn9BQ\nV4bBrgSDgzI923VdKpUKq6urjI+PA3CuGSPwPVQMea4kpb3+J/d1MV20ubUjxzuu7XlZcvdqCCKB\nzHx66eMHcxbvv2WALx5dlJVD6Vjbyvti/DiTSHh9zki+FlBVlXQ6TTqdpqOjg/HxcXbv3v2S83hj\nOuzF9pi/GFszkq8PbBHJHxG8ltZW13VffcMfEoQQLC4uMjk5edk9mVfz/l0s1rsxbxoe4Nrdozz0\n3FkGe3K8+drhCyaEvhyuHcgwUWhwbL6KAvRnLe7ed2nHdB1+uD4XJv+tKgqaouCHETcMZnl8oshA\n1sIJ5Hza8AUCYF4NzWaT5ZUVutMWQ0ODKKoKjo0fRjw1WWIoZ7XTUBfKshfwQ7dv3/QcGUunM2VS\nqLt0Jk2aXogQMoRn/X2bmsLR6TJPTZXIWDqKIvj8U3PEdO0VVciNePF38sxynbHlGglTqg7nVhoo\nirRZfviOHYx0JfnmyRXW6i6DOYsoilguVqnaDsJIUPNd3CBkutTACUKGOxL8y3t3Y2gqGUvfNHP6\nln3dfObxaRxfqjJpy+CGoSzBbBkviKjaPmEU4vgR1w+m0RSF44t1WXGB4P03ny9W39YR5z0Hevm3\nXx9jre7Rn41RsQOmCk1Waw496Rh37enirj2dfPaJWapOgBBw03CW4azNbNnlt79yjNVWt+KbdnXw\n9mt72N2T5ImJMmEkUBVBztI5vVRjseIQCTm/iIC4KcmJH0aEkQz/cYKIUtWlZPsoisJCRSa3Hh7J\nc+v2LGdWmhiGSWdG3sDkw4jJQp2np4rEvBqlitdWx6Qm9lIyuX40HV/aYx0/Ip8wyMV1IqEQMzTC\nCHrTJj+xqxMRCearAZGQ/Z/PzFa5fTTPgcEMxxdqaJrCG7blOLfaoNj0eGG+RmUDiVwn7gJ49/V9\nDOQsru1PUXNDfvfBCR6fLOEFctZ5I5taVyPjhkoQSVusoUobbGfSYDBrcXS2ihtI26rdCnBKGhp9\nWYu1hkfTD9EVBVRBGMn3sm6G9UNBLqGTjeus1GUFzAvzVQRwbX8aU1P5+OEO1rROHji1ynihyaPn\nikStA5yyVCYKNtf0Jpgq2u23riAt4v/irTu5pi9NxZak6/m5qqxBEbLS5YJpQhuew9BUml5A3Q3J\nJww+cHM//+qvz+CEUknf05PEMjRycQ1DVenPxijWXaIIHh4r0pUyuX00j2Vo/NQNvZwrNFmouDS8\nEF0BgSAIZQjTE5NlbtkuVclXmxH8hTt38DsPTsg0XgHvvqGX0a7Epm1isRg9PT309PQA0kbojy/j\nn51lrVQEAc1QY1tHnHfszRKP9102gSs1ff708RnGVptkLJ2fPzzE/v6Xqj2Hd+S5aSiL7YekLf2y\nCeuPOn5cieRGrKuylmVhWRa9vb2API+r1eomO2wymWyr78lk8qLO4y0i+frAFpHcwibouk6j0fhh\nv40LwnEcTpw4QSwW49ChQxjGpSlE8PpXJMMw5Ny5c1QqFQ4cOEAy2VIPR1J0dqZfNqr95aCpCj91\noJ87d3cRRIKOhPGyITivhnzCZFtHgpmiTS5hULF9ejIxetIxfvpgP0EU8cxshaSp8/Nv3H7BJNGX\ngxCC+fl5ZmZmuPvaIY4u2DS8iKbnk7F0tnckUFupm2pLf4kE7VmfjdA1lQ/fsYPPPTnLXMmmK23y\ntmt7mVprkokbRELI/ry6h6mdr+gIIsGTk8XLIpJHJor8r6fniOkqq3WPpYrDXXu60HWVqu3zpWcX\n+NV7drNcc0lbOp7nsbKyQsaMcXDHMM/P17irN40fRJxdaTCQi/MrP7mrrWS+GHv70vzCm0Y5viCT\nHm/eniOXMLh1R44/eXSKk0s1FGRI0MfvGmG0O8kL81XqbsBgLr7phtf2Q+4/sYqCrIQoNaUS50eC\nih3R8CL08TX8MOKDtw7hRwJLV0EIXhgv8bljBYpORMbSqDoBX3hmkSPTZaq27MnUVMgmYugalGoe\nuqaQMnVGOizGCzZua86wYgcEkWCPSPLrb9vN7zw4TsbSmSraBJGgZAecWa7zp0/M8dZrumSdRSTJ\nyELVpdAMObKi8sKiglBMDFXuA7yURG6EocE913STjuk8PlHikfESAPm4TLP1I0HTC/FD2RspBCxV\nXRQFvvTcMr/xtl38/cNDaKrC0ZkKZ5frTBdtvGDzq4ZCLsK4fsSDZwtk4wbfPLXKz97Yz2rdoyNh\nEtNVFqsOAhnUk4pp2H7UUnQhYar4oSAQgpHOBDdvz/KBWwb5Tw+c4/7jqzRc6TaxDI0dXQnSMZ2k\nqZONq1TskIrto6jyO6IiE2gtQ6MjYaCpCrNFm3/2Vydx/Ii4oRIJONgXo8sIOF1bZbnmslBx8CM5\nCx0zVBqeQEVwdLaKroHSyr6NhMDxQr55cpX//uS8tPVqCm8cyeGFEZqqEIRRmyibCvhCEvz1K3gk\nwA1CulKJ9vc0EiBQSJs6qqqwXPPYno/zszcO8FfHlnhorAgIcgmTxydK+GHEMzMVfvnuEbrTMX7j\nbbs4t9rkUw9Pcmy+RhhJJTMUgq8dX+Ejt28jZmivSiS2d8T5rZ/ax1LVJR3T6G45Q5arLp96ZIqZ\nks3eniT/6Pbt7dAcXdc5vGeAmbrCg2cKKECnAe+5JsX4+DjNZpNEItG+Ib+UGbU//u4M00Wb/oxc\nPPv0o9N84h17LhjYY27ott3ChRGG4Y+FtfWV8HLHQNd1Ojo66OiQvyuFEO102OnpaRqNRtvWvf7n\nQs+zFbbz+sAWkdzCJlyNREsIwdzcHLOzs+zdu7ft1b8cXI37d7FYVyEHBwfZs2fPphW972f2U1GU\nlwTFXA40VeEjPzHCl59bYLLQ5MBghvfeONi+Ifl7t27j7x669KS/9QWEeDzOoUOHuFXV6B0rcGq5\nzo7OBPdc00MmbnD3vm6+cWKFuCHn9gZyFoO5C/e6dadj/LN7dhFGMuyl5gT86XenmC87REJwx64O\nVEVhcu38ooofik2BMS9Gww1YrDgta2J802fy1ePL9KRjWC0Va7LQoGTLCoy4qVGx5Q3+aGecrz27\nSkLYdHV3U7Bl6Xc+YZI0dRoE7OpOkIvrL0si17GjM8GOzs0KyAsLNSxT49D2HGEU4QYRf3OmwC/2\nprhx+KXzqktVh6enZTptZ9Lg9HIDPwhxAznLZ+gaQRQxX3JY7HD54jOLfOzO7XzyW+M8PV2m7gZ4\noexFFMgVbMeLGF9tELQsi7qiUHUCcnEdQ1U5tC1HVzqG7YUsVD0cL2C55oBQSJkqdS/k/uPLrDXk\nIkK5GZCKaTTckEzcYLkmuzDfvKeLh8ZkjcFCxeXgUIaBbIzn5oRc5EjHKNQ9mr4kK5oKipBkpTUe\nCUh17jtnVrljVxd37MzzwkJVpvmi4AYhTS+kbHsyrbaV1prVZUWK6wf82ZE5RrsS7OxOko5pFBs+\ni1WXIHzp9zUSciazagcsV11UVcH1Q2mvDUNWHb/dYynPyQi/VdMSMxTqrlTXM5ZO0w84Nldlseqy\nVpcVFDU3IIpksFA6ppO2dIbzFqmYRj4Rcmxedl4SRjLpNYKmCCnUPUIh+F/PLKIIgRtGuL583WNz\nENcVTEPnwFAGU1NJmhpVJySKZAqtpbfSUYVU+JTWvq7WPR4bL3HjcJaYLgN+vnWqQNLUqDkB66OQ\n7ZlVsZn0CyTp/dWfHEVTZJXHl48tk4qp+JFcKKk7ASXbZ64i+1UPj+R4aqosSXNHnP5sjOmizdhK\ngx2dCU4v1xECfvpAH0dnqyithSl5jgVMFm329aYuKrU0YWqbFmUqts/H/uI4KzW3FWAkZ1R/+2eu\nbc83K4rC376pn7v2dGL7Eb1psz2vLITAtm3K5TLz8/PUajUMw9g0Z3mhJFE3iJgoNOnLSJtsMqbT\ncD0WKs5lJ7+uL5IJIRfdnCCiLxO7Yv2WF4O6GzBbckiY0oJ+Je23W4rkxZNpRVHadtj1+pz1dNhC\nocDExAQA1WqVqakp7rrrLkZGRi55RnLHjh2k02k0TUPXdZ5++ulN/18Iwcc//nHuv/9+EokEf/Zn\nf8ZNN910CXu8hQthi0j+iOC1umBebUSr2Wxy4sQJUqkUhw4d+r7jtjVNe92F7WxUIQ8ePEgikXjJ\nNldLiFDa0vlgq4fxQriU8zSKIpaWlpicnGTv3r10dXW1/9+b9nbzphdF6d+5u4vOpMnYSoNnZ8uc\nWKjxa//nJH/r+j7u2tt14TqYlmKZtnR+6c2jTBdtHjy9wqnFKosVl3MrdSYKDQayFhnL4O3X9V7w\nva7UXD7z3WmaXkAYyVTanznQgxCinQ6ajmnt11IUpbWtwXLV5dCOPLZtk23MMpJVKYRdlF24e283\nqZjGsbkqp5eqVGxp4etOmdy5u5NbRy5tUWWt7qGrcu4qDEPcIGKxcmGr9/PzVf7nU/M0vICxlQZh\nFKEp0IzkzbxlapIIqgp+BFnLYK3h8VsPnOPRcyUUREsdAi8U6IEkrpGQ84fmeniKkL/gNQX6czHq\nXkgXUknsSBhUVQiaAdvyFvv702iqwtMzFZKmxlPTZWlvRcf2BQ+dLeAGgsnVBv/2b+3lJ3Z1UHN8\n/vTx2XaQiKEpCCGVVl2V6au6Kj8Xx4/wAoEbCpQWoXQDOLMsrcgDGblNGAp0TUFR5J/bRzr4ztga\nJculaIes1WXSpaapzJUcPvmtcd7/hgHue2GZvmwML5Q39iriJWqoEwjGVpuoijxOM0WnTRw15Xxq\nrGWoCMAyFLblYsyWPdZFziASnFtt4voRMUNFVWSKqhsohCrYgeC7EyX2dCcZzFmkLZ35ss2u7gSr\ndZ9C3WuTuJSm0NNKRJ2ruPhByIasG/l3X9DwfZYqDqqqkLV0nNbstXxtjYymsNaQRHhjONByzWV8\ntcHuniSpmE7FlrOg4QYSKYCNo6SaIj+vm4Yz+KFMFP3ME7N8++wap5fqkngiZ5H9UGB7IZ9/ap6K\nE0ilunXeLlZculImiiJJ3r//xhiFugcomLpM5LW9CIGg4UUYmkKzpepebP1F1OpbjRsqR6ZKrNTd\n9sKdF0ZMrNnMFG329Z1XXhRFueBsu6IoJBIJEokEAwMD8jk8j3K5zNraWvuG/MXzaaYm622cICJu\naO104Et1sLwYQgg+d2Seb51eRVUUulImv/bWnW319QeJmaLNJ781ju3LBYw7dnbwoSvQtbmOLSL5\n/amyF7LDnjhxggceeIDPf/7zFAoFDMPgC1/4Avfccw/XX3/9Rb3Wd77znU33Chvx9a9/nbGxMcbG\nxjhy5Ai/8Au/wJEjRy7r/W/hPLaI5BY2Qdf1qyJsRwjB9PQ0CwsLXHPNNeTzl17kfCGoqnpVEeVX\nwyupkBvxeiTIr4bnnnsOwzAuycZ87UCGsyt1CnWPwZxFGAm+9OwCvZkY1w5kXvXxX3l+kYWyzVzZ\nYbnqko0bZOMGqgofv3uUbR0vJfEA9x9fwg8j+rPxViptjdO9ifbN5m2jHTx4ZpXOpInrh+zvS5GK\n6RTqHgeHsowmfR564iiHDlzD4VvyLFRcDE2hNxPDDwWfeniSQsPD9qRSZAch//2JWTqTMXb1vLL1\nx/VDnpwo8pXjyxTqLoutxFRDhVIz4PBIjlLT56svLLNYdRnIxnjHtT188ZlF8q1Qn7mSzVw5kNZn\nVaXiBLh+CIpU3jKWBopgrekzsdqAFglqz9sJ2V0ZCqlk6pqKH0oip6pSIcknTe69Rt4APD9fY6Xu\nYekqvT0pzizVsYOImhuy1vAIo4iYLk3MUQQzZZdoPeFTgbFCk3/+5VN89oMH2d4R59aRPE9NlWUS\npiJtilUnaBNCU1Op2hHZhA6ERESSCCqyJzIUSElMUUGEFGtNdBW8SOWOkRTPzlVIWRqWoYIdtoNh\n1DCkIUKOz1f5D4Umw3mLXd0psnEDRYGTSy8dI1gnWBtHA9fJVChk4unu7gQCuGlYzl8uVV3yCR3H\nDwkF1Nzz17jQayWdep7cBeTcqaEq1NyApheQT8UYL9hUbVlbYmoKXiAVx4YXMVuyMXQVXRE0L3CZ\nCYQ8PBNrNnt6kixUXLZ3xNFVKLYWAbqSBk9OlijZIYYqeyWzcVm3U2j4qKtNhvIWDU/2SRqt5OeN\nxyET0/AiQdbSObQjh6lJ6+rz81WemiqzWHZIxzSqboipKjh+SEzX2N4Z5+npSot0yoPphbKHsjdt\nkrZ0JgpNCnWPvtZc7UrNw9I1bE9aq9dnp8dWmty0LXdRRPLUUp1PPTJF0wvpTsU4MJRuq7Fqq9LE\nF+KCFvyXQyQEj0+UmCg06c/GePPuzk1zlmeWqjw9uQpLq4zE59BEQCqV4l07Y/zlqTpVVSMScOeu\nDkY6L31OHc6T6Gfnqnzz1CrdSRNVVSjUPf748Vl+/d5dl/W83w/++LszeEFEV1LWNT1yrsjN27Mc\nvIxk8IvBlrX1tT0Guq5z4MABDhw4AEhieffddxOPx/nt3/5tjh8/Tnd3N7fffju33347hw8fvmTb\n63333ccHP/hBFEXh8OHDlMtlFhcXtypGvk9sEcktbMLVoEjW63VOnDhBPp/n1ltvfU0v1lfD/l0M\nLkaF3IjXG0F+JSwvL9NoNBgZGbmsC/zppTqdSQNVUVBb/X0ThearEsm1hs9CxaE7HePUUp3utEnD\nDdndk6RiB6+U+UGx4bdX9xVFQddUFqoeT59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Cii1rOHZ0JohaiYxPT5fRVKlc/tM372jf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L333sutt95KJpPhQx/6EHD+Ce/5xkUi+SrCC72Yl5aWOHz4MAMDA1xyySWNn3+13xTPtrZe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\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CfMVvGtdsaEuoAPQMnCz5lBwlLc4lTb4wEjNZNIAMAS6DCx5eGBEGQdM1E6nOv27opCyd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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xf99de71a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt\n",
    "width = 16\n",
    "height = 14\n",
    "\n",
    "fig = plt.figure(figsize=(width, height))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "\n",
    "# For each set of style and range settings, plot n random points in the box\n",
    "# defined by x in [23, 32], y in [0, 100], z in [zlow, zhigh].\n",
    "xs =customer_history_df.recency_log\n",
    "ys = customer_history_df.frequency_log\n",
    "zs = customer_history_df.amount_log\n",
    "ax.scatter(xs, ys, zs)\n",
    "\n",
    "ax.set_xlabel('Recency')\n",
    "ax.set_ylabel('Frequency')\n",
    "ax.set_zlabel('Monetary')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6DP5HNQzk7+7+e3fPA9cSTswAhxFujj/n7i3u/gzh5H16F9NpBfY2szHuvtbd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\n+qCZLTKzy9q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      "text/plain": [
       "<matplotlib.figure.Figure at 0x18383dd0ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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P/w9vYtgi0oZUwkCkmWIlRLtDKBvp7i8QiqACrN7MZEFTnovfo81s7xjHoYSMO4TX7UHt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CYMgnqI2oCfEBKTELR3RTE2qT0XpXbAopIEiqL8ynx7o0EI8VtgkJRSO/L678Cq1oxNURTltGgs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\n5P8DPsc9qB3hUJAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x183894df358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_samples, silhouette_score\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "X = X_scaled\n",
    "\n",
    "cluster_centers = dict()\n",
    "\n",
    "for n_clusters in range(3,6,2):\n",
    "    fig, (ax1, ax2) = plt.subplots(1, 2)\n",
    "    #ax2 = plt.subplot(111, projection='3d')\n",
    "    fig.set_size_inches(18, 7)\n",
    "    ax1.set_xlim([-0.1, 1])\n",
    "    ax1.set_ylim([0, len(X) + (n_clusters + 1) * 10])\n",
    "\n",
    "    clusterer = KMeans(n_clusters=n_clusters, random_state=10)\n",
    "    cluster_labels = clusterer.fit_predict(X)\n",
    "\n",
    "    silhouette_avg = silhouette_score(X, cluster_labels)\n",
    "    cluster_centers.update({n_clusters :{\n",
    "                                        'cluster_center':clusterer.cluster_centers_,\n",
    "                                       'silhouette_score':silhouette_avg}\n",
    "                           })\n",
    "\n",
    "    sample_silhouette_values = silhouette_samples(X, cluster_labels)\n",
    "    y_lower = 10\n",
    "    for i in range(n_clusters):\n",
    "        ith_cluster_silhouette_values = \\\n",
    "            sample_silhouette_values[cluster_labels == i]\n",
    "\n",
    "        ith_cluster_silhouette_values.sort()\n",
    "\n",
    "        size_cluster_i = ith_cluster_silhouette_values.shape[0]\n",
    "        y_upper = y_lower + size_cluster_i\n",
    "\n",
    "        color = cm.spectral(float(i) / n_clusters)\n",
    "        ax1.fill_betweenx(np.arange(y_lower, y_upper),\n",
    "                          0, ith_cluster_silhouette_values,\n",
    "                          facecolor=color, edgecolor=color, alpha=0.7)\n",
    "\n",
    "        ax1.text(-0.05, y_lower + 0.5 * size_cluster_i, str(i))\n",
    "        y_lower = y_upper + 10  # 10 for the 0 samples\n",
    "\n",
    "    ax1.set_title(\"The silhouette plot for the various clusters.\")\n",
    "    ax1.set_xlabel(\"The silhouette coefficient values\")\n",
    "    ax1.set_ylabel(\"Cluster label\")\n",
    "    ax1.axvline(x=silhouette_avg, color=\"red\", linestyle=\"--\")\n",
    "    ax1.set_yticks([])\n",
    "    ax1.set_xticks([-0.1, 0, 0.2, 0.4, 0.6, 0.8, 1])\n",
    "    colors = cm.spectral(cluster_labels.astype(float) / n_clusters)\n",
    "    feature1 = 0\n",
    "    feature2 = 2\n",
    "    ax2.scatter(X[:, feature1], X[:, feature2], marker='.', s=30, lw=0, alpha=0.7,\n",
    "                c=colors, edgecolor='k')\n",
    "    \n",
    "    centers = clusterer.cluster_centers_\n",
    "    ax2.scatter(centers[:, feature1], centers[:, feature2], marker='o',\n",
    "                c=\"white\", alpha=1, s=200, edgecolor='k')\n",
    "    for i, c in enumerate(centers):\n",
    "        ax2.scatter(c[feature1], c[feature2], marker='$%d$' % i, alpha=1,\n",
    "                    s=50, edgecolor='k')\n",
    "    ax2.set_title(\"The visualization of the clustered data.\")\n",
    "    ax2.set_xlabel(\"Feature space for the 1st feature i.e. monetary value\")\n",
    "    ax2.set_ylabel(\"Feature space for the 2nd feature i.e. frequency\")\n",
    "    plt.suptitle((\"Silhouette analysis for KMeans clustering on sample data \"\n",
    "                  \"with n_clusters = %d\" % n_clusters),\n",
    "                 fontsize=14, fontweight='bold')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "for 3 number of clusters\n",
      "    amount_log  recency_log  frequency_log\n",
      "0   843.937271    44.083222      53.920633\n",
      "1   221.236034   121.766072      10.668661\n",
      "2  3159.294272     7.196647     177.789098\n",
      "Silhouette score for cluster 3 is 0.30437444714898737\n",
      "for 5 number of clusters\n",
      "    amount_log  recency_log  frequency_log\n",
      "0  3905.544371     5.627973     214.465989\n",
      "1  1502.519606    46.880212      92.306262\n",
      "2   142.867249   126.546751       5.147370\n",
      "3   408.235418   139.056216      25.530424\n",
      "4   464.371885    13.386419      29.581298\n",
      "Silhouette score for cluster 5 is 0.27958641427323727\n"
     ]
    }
   ],
   "source": [
    "for i in range(3,6,2):\n",
    "    print(\"for {} number of clusters\".format(i))\n",
    "    cent_transformed = scaler.inverse_transform(cluster_centers[i]['cluster_center'])\n",
    "    print(pd.DataFrame(np.exp(cent_transformed),columns=feature_vector))\n",
    "    print(\"Silhouette score for cluster {} is {}\". format(i, cluster_centers[i]['silhouette_score']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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